sample case study interviews

Hacking the Case Interview

We’ve compiled 50 case interview examples and organized them by industry, function, and consulting firm to give you the best, free case interview practice. Use these case interview examples for practice as you prepare for your consulting interviews.

If you’re looking for a step-by-step shortcut to learn case interviews quickly, enroll in our case interview course . These insider strategies from a former Bain interviewer helped 30,000+ land consulting offers while saving hundreds of hours of prep time.

Case Interview Examples Organized by Industry

Below, we’ve linked all of the case interview examples we could find from consulting firm websites and YouTube videos and organized them by industry. This will be helpful for your case interview practice if there is a specific consulting industry role that you are interviewing for that you need more practice in.

Aerospace, Defense, & Government Case Interview Examples

• Agency V (Deloitte)
• The Agency (Deloitte)
• Federal Finance Agency (Deloitte)
• Federal Civil Cargo Protection Bureau (Deloitte)

Consumer Products & Retail Case Interview Examples

• Electro-light (McKinsey)
• Beautify (McKinsey)
• Shops Corporation (McKinsey)
• Climate Case (BCG)
• Foods Inc. (BCG) *scroll to bottom of page
• Chateau Boomerang (BCG) *written case interview
• PrintCo (Bain)
• Coffee Co. (Bain)
• Fashion Co. (Bain)
• Recreation Unlimited (Deloitte)
• Footlose (Deloitte)
• National Grocery and Drug Store (Kearney)
• Whisky Co. (OC&C)
• Dry Cleaners (Accenture) *scroll to page 15
• UK Grocery Retail (Strategy&) *scroll to page 24
• Ice Cream Co. (Capital One)

Healthcare & Life Sciences Case Interview Examples

• GlobaPharm (McKinsey)
• GenCo (BCG) *scroll to middle of page
• PrevenT (BCG)
• MedX (Deloitte)
• Medical Consumables (LEK)
• Medicine Company (HackingTheCaseInterview)
• Pharma Company (Indian Institute of Management)

Manufacturing & Production Case Interview Examples

• Aqualine (Oliver Wyman)
• 3D Printed Hip Implants (Roland Berger)
• Talbot Trucks (McKinsey)
• Playworks (Yale School of Management)

Social & Non-Profit Case Interview Examples

• Diconsa (McKinsey)
• National Education (McKinsey)
• Conservation Forever (McKinsey)
• Federal Health Agency (Deloitte)
• Robinson Philanthropy (Bridgespan)
• Home Nurses for New Families (Bridgespan)
• Reach for the Stars (Bridgespan)
• Venture Philanthropy (Bridgespan)

Technology, Media, & Telecom Case Interview Examples

• NextGen Tech (Bain)
• Smart Phone Introduction (Simon-Kucher)
• MicroTechnos (HackingTheCaseInterview)

Transportation Case Interview Examples

• Low Cost Carrier Airline (BCG)
• Transit Oriented Development (Roland Berger)
• Northeast Airlines (HackingTheCaseInterview)
• A+ Airline Co. (Yale School of Management)
• Ryder (HackingTheCaseInterview)

Travel & Entertainment Case Interview Examples

• Wumbleworld (Oliver Wyman)
• Theater Co. (LEK)
• Hotel and Casino Co. (OC&C)

Case Interview Examples Organized by Function

Below, we’ve taken the same cases listed in the “Case Interview Examples Organized by Industry” section and organized them by function instead. This will be helpful for your case interview practice if there is a specific type of case interview that you need more practice with.

Profitability Case Interview Examples

To learn how to solve profitability case interviews, check out our video below:

Market Entry Case Interview Examples

Merger & acquisition case interview examples.

Growth Strategy Case Interview Examples

Pricing case interview examples.

New Product Launch Case Interview Examples

Market sizing case interview examples.

To learn how to solve market sizing case interviews, check out our video below:

Operations Case Interview Examples

Other case interview examples.

These are cases that don’t quite fit into any of the above categories. These cases are the more unusual, atypical, and nontraditional cases out there.

Case Interview Examples Organized by Consulting Firm

Below, we’ve taken the same cases listed previously and organized them by company instead. This will be helpful for your case interview practice if there is a specific company that you are interviewing with.

McKinsey Case Interview Examples

BCG Case Interview Examples

Bain Case Interview Examples

Deloitte Case Interview Examples

Lek case interview examples, kearney case interview examples, oliver wyman case interview examples, roland berger case interview examples, oc&c case interview  examples, bridgespan case interview examples, strategy& case interview examples, accenture case interview examples, simon kutcher case interview examples, capital one case interview examples, case interview examples from mba casebooks.

For more case interview examples, check out our article on 23 MBA consulting casebooks with 700+ free practice cases . There additional cases created by MBA consulting clubs that make for great case interview practice. For your convenience, we’ve listed some of the best MBA consulting casebooks below:

• Australian Graduate School of Management (2002)
• Booth (2005)
• Columbia (2007)
• Darden (2019)
• ESADE (2011)
• Fuqua (2018)
• Goizueta (2006)
• Haas (2019)
• Harvard Business School (2012)
• Illinois (2015)
• INSEAD (2011)
• Johnson (2003)
• Kellogg (2012)
• London Business School (2013)
• McCombs (2018)
• Notre Dame (2017)
• Queens (2019)
• Ross (2010)
• Sloan (2015)
• Stern (2018)
• Tuck (2009)
• Wharton (2017)
• Yale (2013)

Consulting casebooks are documents that MBA consulting clubs put together to help their members prepare for consulting case interviews. Consulting casebooks provide some case interview strategies and tips, but they mostly contain case interview practice cases.

While consulting casebooks contain tons of practice cases, there is quite a bit of variety in the sources and formats of these cases.

Some practice cases are taken from actual consulting interviews given by consulting firms. These are the best types of cases to practice with because they closely simulate the length and difficulty of an actual case interview. Other practice cases may be written by the consulting club’s officers. These cases are less realistic, but can still offer great practice.

The formats of the practice cases in consulting casebooks also vary significantly.

Some practice cases are written in a question and answer format. This type of format makes it easy to practice the case by yourself, without a case partner. Other practices cases are written in a dialogue format. These cases are better for practicing with a case interview partner.

MBA consulting casebooks can be a great resource because they are free and provide tons of practice cases to hone your case interview skills. However, there are several caveats that you should be aware of.

• Similarity to real case interviews : Some cases in MBA consulting casebooks are not representative of actual case interviews because they are written by consulting club officers instead of interviewers from consulting firms
• Quality of sample answers : While consulting casebooks provide sample solutions, these answers are often not the best or highest quality answers
• Ease of use : Consulting casebooks are all written in different formats and by different people. Therefore, it can be challenging to find cases that you can consistently use to practice cases by yourself or with a partner

Therefore, we recommend that you first use the case interview examples listed in this article and wait until you’ve exhausted all of them before using MBA consulting casebooks.

Case Interview Examples from HackingTheCaseInterview

Below, we've pulled together several of our very own case interview examples. You can use these case interview examples for your case interview practice.

1. Tech retailer profitability case interview

2. Airline profitability case interview

3. Ride sharing app market entry

4. Increasing Drug Adoption

How to Use Case Interview Examples to Practice Case Interviews

To get the most out of these case interview examples and maximize your time spent on case interview practice, follow these three steps.

1. Understand the case interview structure beforehand

If case interviews are something new to you, we recommend watching the following video to learn the basics of case interviews in under 30 minutes.

Know that there are seven major steps of a case interview.

• Understanding the case background : Take note while the interviewer gives you the case background information. Afterwards, provide a concise synthesis to confirm your understanding of the situation and objective
• Asking clarifying questions : Ask questions to better understand the case background and objective
• Structuring a framework : Lay out a framework of what areas you want to look into in order to answer or solve the case
• Kicking off the case : Propose an area of your framework that you would like to dive deeper into 
• Solving quantitative problems : Solve a variety of different quantitative problems, such as market sizing questions and profitability questions. You may also be given charts and graphs to analyze or interpret
• Answering qualitative questions : You may be asked to brainstorm ideas or be asked to give your business opinion on a particular issue or topic
• Delivering a recommendation : Summarize the key takeaways from the case to deliver a firm and concise recommendation

2. Learn how to practice case interviews by yourself 

There are 6 steps to practice case interviews by yourself. The goal of these steps is to simulate a real case interview as closely as you can so that you practice the same skills and techniques that you are going to use in a real case interview.

• Synthesize the case background information out loud : Start the practice case interview by reading the case background information. Then, just as you would do in a live case interview, summarize the case background information out loud
• Ask clarifying questions out loud : Just as you would do in a live case interview, ask clarifying questions out loud. Although you do not have a case partner that can answer your questions, it is important to practice identifying the critical questions that need to be asked to fully understand the case
• Structure a framework and present it out loud : Pretend that you are in an actual interview in which you’ll only have a few minutes to put together a comprehensive and coherent framework. Replicate the stress that you will feel in an interview when you are practicing case interviews on your own by giving yourself time pressure.

When you have finished creating your framework, turn your paper around to face an imaginary interviewer and walk through the framework out loud. You will need to get good at presenting your framework concisely and in an easy to understand way.

• Propose an area to start the case : Propose an area of your framework to start the case. Make sure to say out loud the reasons why you want to start with that particular area
• Answer each case question out loud : If the question is a quantitative problem, create a structure and walk the interviewer through how you would solve the problem. When doing math, do your calculations out loud and explain the steps that you are taking.

If the question is qualitative, structure your thinking and then brainstorm your ideas out loud. Walk the interviewer through your ideas and opinions.

• Deliver a recommendation out loud : Just as you would do in a real case interview, ask for a brief moment to collect your thoughts and review your notes. Once you have decided on a recommendation, present your recommendation to the interviewer.

3. Follow best practices while practicing case interviews :    

You’ll most likely be watching, reading, or working through these case interview examples by yourself. To get the most practice and learnings out of each case interview example, follow these tips: 

• Don’t have notes or a calculator out when you are practicing since you won’t have these in your actual interview
• Don’t take breaks in the middle of a mock case interview
• Don’t read the case answer until you completely finish answering each question
• Talk through everything out loud as if there were an interviewer in the room
• Occasionally record yourself to understand what you look like and sound like when you speak

4. Identify improvement areas to work on

When the case is completed, review your framework and answers and compare them to the model answers that the case provides. Reflect on how you could have made your framework or answers stronger.

Also, take the time to reflect on what parts of the case you could have done better. Could your case synthesis be more concise? Was your framework mutually exclusive and collectively exhaustive? Could your math calculations be done more smoothly? Was your recommendation structured enough?

This is the most important part of practicing case interviews by yourself. Since you have no partner to provide you feedback, you will need to be introspective and identify your own improvement areas.

At the end of each practice case interview, you should have a list of new things that you have learned and a list of improvement areas to work on in future practice cases. You’ll continue to work on your improvement areas in future practice cases either by yourself or with a partner.

5. Eventually find a case partner to practice with

You can only do so many practice case interviews by yourself before your learning will start to plateau. Eventually, you should be practicing case interviews with a case partner.

Practicing with a case partner is the best way to simulate a real case interview. There are many aspects of case interviews that you won’t be able to improve on unless you practice live with a partner:

• Driving the direction of the case
• Asking for more information
• Collaborating to get the right approach or structure
• Answering follow-up questions

If you are practicing with a case partner, decide who is going to be giving the case and who is going to be receiving the case.

If you are giving the case, read the entire case information carefully. It may be helpful to read through everything twice so that you are familiar with all of the information and can answer any question that your partner asks you to clarify.

As the person giving the case, you need to be the case expert.

You should become familiar with the overall direction of the case. In other words, you should know what the major questions of the case are and what the major areas of investigation are. This will help you run the mock case interview more smoothly.  

Depending on whether you want the case interview to be interviewer-led or candidate-led, you will need to decide how much you want to steer the direction of the case.

If your partner gets stuck and is taking a long time, you may need to step in and provide suggestions or hints. If your partner is proceeding down a wrong direction, you will need to direct them towards the right direction.

Where to Find More Case Interview Examples

To find more case interview examples, you can use a variety of different case interview prep books, online courses, and coaching. We'll cover each of these different categories of resources for more case interview practice in more detail.

Case Interview Prep Books

Case interview prep books are great resources to use because they are fairly inexpensive, only costing $20 to $30. They contain a tremendous amount of information that you can read, digest, and re-read at your own pace.

Based on our comprehensive review of the 12 popular case interview prep books , we ranked nearly all of the case prep books in the market.

The three case interview prep books we recommend using are:

• Hacking the Case Interview : In this book, learn exactly what to do and what to say in every step of the case interview. This is the perfect book for beginners that are looking to learn the basics of case interviews quickly.
• The Ultimate Case Interview Workbook : In this book, hone your case interview skills through 65+ problems tailored towards each type of question asked in case interviews and 15 full-length practice cases. This book is great for intermediates looking to get quality practice.
• Case Interview Secrets : This book provides great explanations of essential case interview concepts and fundamentals. The stories and anecdotes that the author provides are entertaining and help paint a clear picture of what to expect in a case interview, what interviewers are looking for, and how to solve a case interview.

Case Interview Courses

Case interview courses are more expensive to use than case interview prep books, but offer more efficient and effective learning. You’ll learn much more quickly from watching someone teach you the material, provide examples, and then walk through practice problems than from reading a book by yourself.

Courses typically cost anywhere between $200 to $400.

If you are looking for a single resource to learn the best case interview strategies in the most efficient way possible, enroll in our comprehensive case interview course .

Through 70+ concise video lessons and 20 full-length practice cases based on real interviews from top-tier consulting firms, you’ll learn step-by-step how to crush your case interview.

We’ve had students pass their consulting first round interview with just a week of preparation, but know that your success depends on the amount of effort you put in and your starting capabilities.

Case Interview Coaching

With case interview coaching, you’ll pay anywhere between $100 to $300 for a 40- to 60-minute mock case interview session with a case coach. Typically, case coaches are former consultants or interviewers that have worked at top-tier consulting firms.

Although very expensive, case interview coaching can provide you with high quality feedback that can significantly improve your case interview performance. By working with a case coach, you will be practicing high quality cases with an expert. You’ll get detailed feedback that ordinary case interview partners are not able to provide.

Know that you do not need to purchase case interview coaching to receive a consulting job offer. The vast majority of candidates that receive offers from top firms did not purchase case interview coaching. By purchasing case interview coaching, you are essentially purchasing convenience and learning efficiency.

Case interview coaching is best for those that have already learned as much as they can about case interviews on their own and feel that they have reached a plateau in their learning. For case interview beginners and intermediates, it may be a better use of their money to first purchase a case interview course or case interview prep book before purchasing expensive coaching sessions.

If you do decide to eventually use a case interview coach, consider using our case coaching service .

There is a wide range of quality among coaches, so ensure that you are working with someone that is invested in your development and success. If possible, ask for reviews from previous candidates that your coach has worked with.

Summary of the Best Consulting Interview Resources

Here are the resources we recommend to land your dream consulting job:

For help landing consulting interviews

• Resume Review & Editing : Transform your resume into one that will get you multiple consulting interviews

For help passing case interviews

• Comprehensive Case Interview Course (our #1 recommendation): The only resource you need. Whether you have no business background, rusty math skills, or are short on time, this step-by-step course will transform you into a top 1% caser that lands multiple consulting offers.
• Case Interview Coaching : Personalized, one-on-one coaching with a former Bain interviewer.
• Hacking the Case Interview Book   (available on Amazon): Perfect for beginners that are short on time. Transform yourself from a stressed-out case interview newbie to a confident intermediate in under a week. Some readers finish this book in a day and can already tackle tough cases.
• The Ultimate Case Interview Workbook (available on Amazon): Perfect for intermediates struggling with frameworks, case math, or generating business insights. No need to find a case partner – these drills, practice problems, and full-length cases can all be done by yourself.

For help passing consulting behavioral & fit interviews

• Behavioral & Fit Interview Course : Be prepared for 98% of behavioral and fit questions in just a few hours. We'll teach you exactly how to draft answers that will impress your interviewer.

Land Multiple Consulting Offers

Complete, step-by-step case interview course. 30,000+ happy customers.

47 case interview examples (from McKinsey, BCG, Bain, etc.)

One of the best ways to prepare for   case interviews  at firms like McKinsey, BCG, or Bain, is by studying case interview examples. 

There are a lot of free sample cases out there, but it's really hard to know where to start. So in this article, we have listed all the best free case examples available, in one place.

The below list of resources includes interactive case interview samples provided by consulting firms, video case interview demonstrations, case books, and materials developed by the team here at IGotAnOffer. Let's continue to the list.

• McKinsey examples
• BCG examples
• Bain examples
• Deloitte examples
• Other firms' examples
• Case books from consulting clubs
• Case interview preparation

Click here to practise 1-on-1 with MBB ex-interviewers

1. mckinsey case interview examples.

• Beautify case interview (McKinsey website)
• Diconsa case interview (McKinsey website)
• Electro-light case interview (McKinsey website)
• GlobaPharm case interview (McKinsey website)
• National Education case interview (McKinsey website)
• Talbot Trucks case interview (McKinsey website)
• Shops Corporation case interview (McKinsey website)
• Conservation Forever case interview (McKinsey website)
• McKinsey case interview guide (by IGotAnOffer)
• Profitability case with ex-McKinsey manager (by IGotAnOffer)
• McKinsey live case interview extract (by IGotAnOffer) - See below

2. BCG case interview examples

• Foods Inc and GenCo case samples  (BCG website)
• Chateau Boomerang written case interview  (BCG website)
• BCG case interview guide (by IGotAnOffer)
• Written cases guide (by IGotAnOffer)
• BCG live case interview with notes (by IGotAnOffer)
• BCG mock case interview with ex-BCG associate director - Public sector case (by IGotAnOffer)
• BCG mock case interview: Revenue problem case (by IGotAnOffer) - See below

3. Bain case interview examples

• CoffeeCo practice case (Bain website)
• FashionCo practice case (Bain website)
• Associate Consultant mock interview video (Bain website)
• Consultant mock interview video (Bain website)
• Written case interview tips (Bain website)
• Bain case interview guide   (by IGotAnOffer)
• Digital transformation case with ex-Bain consultant
• Bain case mock interview with ex-Bain manager (below)

4. Deloitte case interview examples

• Engagement Strategy practice case (Deloitte website)
• Recreation Unlimited practice case (Deloitte website)
• Strategic Vision practice case (Deloitte website)
• Retail Strategy practice case  (Deloitte website)
• Finance Strategy practice case  (Deloitte website)
• Talent Management practice case (Deloitte website)
• Enterprise Resource Management practice case (Deloitte website)
• Footloose written case  (by Deloitte)
• Deloitte case interview guide (by IGotAnOffer)

5. Accenture case interview examples

• Case interview workbook (by Accenture)
• Accenture case interview guide (by IGotAnOffer)

6. OC&C case interview examples

• Leisure Club case example (by OC&C)
• Imported Spirits case example (by OC&C)

7. Oliver Wyman case interview examples

• Wumbleworld case sample (Oliver Wyman website)
• Aqualine case sample (Oliver Wyman website)
• Oliver Wyman case interview guide (by IGotAnOffer)

8. A.T. Kearney case interview examples

• Promotion planning case question (A.T. Kearney website)
• Consulting case book and examples (by A.T. Kearney)
• AT Kearney case interview guide (by IGotAnOffer)

9. Strategy& / PWC case interview examples

• Presentation overview with sample questions (by Strategy& / PWC)
• Strategy& / PWC case interview guide (by IGotAnOffer)

10. L.E.K. Consulting case interview examples

• Case interview example video walkthrough   (L.E.K. website)
• Market sizing case example video walkthrough  (L.E.K. website)

11. Roland Berger case interview examples

• Transit oriented development case webinar part 1  (Roland Berger website)
• Transit oriented development case webinar part 2   (Roland Berger website)
• 3D printed hip implants case webinar part 1   (Roland Berger website)
• 3D printed hip implants case webinar part 2   (Roland Berger website)
• Roland Berger case interview guide   (by IGotAnOffer)

12. Capital One case interview examples

• Case interview example video walkthrough  (Capital One website)
• Capital One case interview guide (by IGotAnOffer)

12. EY Parthenon case interview examples

• Candidate-led case example with feedback (by IGotAnOffer)

14. Consulting clubs case interview examples

• Berkeley case book (2006)
• Columbia case book (2006)
• Darden case book (2012)
• Darden case book (2018)
• Duke case book (2010)
• Duke case book (2014)
• ESADE case book (2011)
• Goizueta case book (2006)
• Illinois case book (2015)
• LBS case book (2006)
• MIT case book (2001)
• Notre Dame case book (2017)
• Ross case book (2010)
• Wharton case book (2010)

Practice with experts

Using case interview examples is a key part of your interview preparation, but it isn’t enough.

At some point you’ll want to practise with friends or family who can give some useful feedback. However, if you really want the best possible preparation for your case interview, you'll also want to work with ex-consultants who have experience running interviews at McKinsey, Bain, BCG, etc.

If you know anyone who fits that description, fantastic! But for most of us, it's tough to find the right connections to make this happen. And it might also be difficult to practice multiple hours with that person unless you know them really well.

Here's the good news. We've already made the connections for you. We’ve created a coaching service where you can do mock case interviews 1-on-1 with ex-interviewers from MBB firms . Start scheduling sessions today!

Related articles:

Career in Consulting

280 Free Case Interview Examples

Do you want to get access to over 280 free case interview examples (with answers)?

If you have interviews planned at McKinsey ,  The Boston Consulting Group , or any other consulting firm, you are probably looking for case interview examples.

So, to help you prepare, I have compiled a list of 280 free case interview examples:

• Over 30 free case interview examples (+ interview prep tips) from the websites of top consulting firms
• More than 250 free case interview examples from top business school case books

Moreover, you’ll get  my take on which case studies you will likely have in interviews.

In short, the resources listed hereafter will be very helpful if you are starting out or have already made good progress in preparing for your case interviews.

One last word : check out this free case-cracking course to learn how to crack the most recent types of case questions consulting firms use in actual interviews.

Let’s get started!

Table of Contents

Get the latest data about salaries in consulting, mckinsey: tips and case interview examples.

McKinsey & Company’s website is definitely one of my favorites.

Because this gives so much insightful information about the role of a consultant and what the hiring process looks like.

Therefore, I highly recommend spending time on their website, even if you are not targeting McKinsey.

In the meantime, here are 8 McKinsey case interview examples

• Electro-light
• GlobaPharma
• National Education
• Talbot trucks
• Shops corporation
• Conservation forever

Check out the McKinsey Hub : A library of 20+ free resources that cover everything you need to secure a job offer at McKinsey.

Besides, here is another McKinsey case interview example.

This case interview question has been recently asked in a real interview:

𝘦𝘊𝘢𝘳𝘊𝘰, 𝘢 𝘑𝘢𝘱𝘢𝘯𝘦𝘴𝘦 𝘭𝘦𝘢𝘥𝘪𝘯𝘨 𝘮𝘢𝘯𝘶𝘧𝘢𝘤𝘵𝘶𝘳𝘦𝘳 𝘰𝘧 𝘦𝘭𝘦𝘤𝘵𝘳𝘪𝘤 𝘱𝘢𝘴𝘴𝘦𝘯𝘨𝘦𝘳 𝘷𝘦𝘩𝘪𝘤𝘭𝘦𝘴, 𝘩𝘢𝘴 𝘣𝘦𝘦𝘯 𝘴𝘵𝘳𝘶𝘨𝘨𝘭𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘢 𝘭𝘰𝘸 𝘮𝘢𝘳𝘬𝘦𝘵 𝘴𝘩𝘢𝘳𝘦 𝘪𝘯 𝘵𝘩𝘦 𝘉2𝘉 𝘴𝘦𝘨𝘮𝘦𝘯𝘵. 𝘛𝘩𝘦𝘺 𝘦𝘯𝘫𝘰𝘺 𝘴𝘵𝘳𝘰𝘯𝘨 𝘱𝘰𝘴𝘪𝘵𝘪𝘰𝘯𝘴 𝘪𝘯 𝘵𝘩𝘦 𝘉2𝘊 𝘴𝘱𝘢𝘤𝘦, 𝘣𝘰𝘵𝘩 𝘥𝘰𝘮𝘦𝘴𝘵𝘪𝘤𝘢𝘭𝘭𝘺 𝘢𝘯𝘥 𝘪𝘯 𝘵𝘩𝘦 𝘪𝘯𝘵𝘦𝘳𝘯𝘢𝘵𝘪𝘰𝘯𝘢𝘭 𝘮𝘢𝘳𝘬𝘦𝘵. 𝘏𝘰𝘸𝘦𝘷𝘦𝘳, 𝘦𝘊𝘢𝘳𝘊𝘰’𝘴 𝘴𝘢𝘭𝘦𝘴 𝘵𝘰 𝘴𝘮𝘢𝘭𝘭 𝘢𝘯𝘥 𝘮𝘦𝘥𝘪𝘶𝘮 𝘴𝘪𝘻𝘦 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴𝘦𝘴 𝘤𝘰𝘯𝘵𝘪𝘯𝘶𝘦 𝘴𝘵𝘢𝘺𝘪𝘯𝘨 𝘧𝘢𝘳 𝘣𝘦𝘭𝘰𝘸 𝘦𝘹𝘱𝘦𝘤𝘵𝘢𝘵𝘪𝘰𝘯𝘴. 𝘛𝘩𝘦 𝘊𝘌𝘖 𝘩𝘢𝘴 𝘪𝘯𝘷𝘪𝘵𝘦𝘥 𝘺𝘰𝘶 𝘵𝘰 𝘩𝘦𝘭𝘱 𝘵𝘩𝘦𝘮 𝘰𝘶𝘵.

How would you approach this business problem?

When ready, check this video below where I present how to approach this problem.

BCG: Tips And Case Interview Examples

The Boston Consulting Group website  states something very important: the goal of the hiring process is to get to know you better, which means, in the context of Consulting interviews, understanding how you solve problems .

Remember this: in case interviews,  to show how you think is MUCH MORE IMPORTANT than to find an answer to the case .

As a result, you will have case study questions to showcase your problem-solving skills. Likewise, fit interviews have the same purpose: to show what problems you faced and how you resolved them.

• BCG interview prep tips
• BCG’s interactive case tool
• BCG case interview example: climate change challenge
• BCG case interview example: GenCo
• BCG case interview example: FoodCo

Check out the BCG Hub : A library of 20+ free resources that cover everything you need to secure a job offer at BCG.

Bain: Tips And Case Interview Examples

Bain & Company’s website highlights something very important: successful applicants manage to turn a case interview into a conversation between two consultants .

In other words, you don’t want to appear as a candidate but as a consultant !

To do this, you need to master the main problem-solving techniques that consulting firms want to see.

• Bain interview prep tips here and here
• Bain case interview examples: coffee , fashioco
• Bain case interview sample videos: a first video , a second video

Check out the Bain Hub : A library of 20+ free resources that cover everything you need to secure a job offer at Bain & Company.

Deloitte: Tips And Case Interview Examples

As for the BCG’s section above, the Deloitte website clearly states that in case interviews , it is much more important to show how you think and interact with your interviewer than to find the right answer to the case.

• Deloitte interview prep tips
• Deloitte case interview examples: here (more than 15 case interview examples)
• Deloitte case interview example: Federal Agency
• Deloitte case interview example: Recreation Unlimited
• Deloitte case interview example: Federal benefits Provider
• Deloitte case interview example: Federal Civil Cargo protection Bureau

Get 4 Complete Case Interview Courses For Free

You need 4 skills to be successful in all case interviews: Case Structuring, Case Leadership, Case Analytics, and Communication. Join this free training and learn how to ace ANY case questions.

Oliver Wyman: Tips And Case Interview Examples

Like the Deloitte website, Oliver Wyman’s website points out that, above all,  you must demonstrate your ability to think in a structured, analytical, and creative way.

In other words, there are no right or wrong answers, but only showing how you solve problems matters.

• Oliver Wyman interview prep tips
• Oliver Wyman case interview examples: here (Aqualine) and here (Wumbleworld)

Kearney: Tips And Case Interview Examples

Now it’s time to tell you something you could have heard a hundred times.

Yet too many candidates do it.

Do NOT force your solution to adapt to a standard framework . As a result, this will only take you to a place you don’t want to go: the pool of rejected candidates .

To learn more about this, check the “What Not To Do” section on the AT Kearney website .

• Kearney interview prep tips
• Kearney case interview examples: here and here
• Kearney case book: here

Strategy&: Interview Prep Tips

Strategy& doesn’t provide case study examples on its website, but it shares insights on career progression, which I recommend reading when you prepare for your fit interviews.

• Strategy& interview prep tips

Roland Berger: Tips And Case Interview Examples

I like the examples of case studies presented on the Roland Berger website .

Because the two examples of case studies are very detailed and illustrate the kind of solutions your interviewers expect during case discussions.

• Roland Berger interview prep tips
• A first Roland Berger case interview example: part 1 and part 2
• A second Roland Berger case interview example: part 1 and part 2

Alix Partners: Interview Prep Tips

Like Strategy&, Alix Partners doesn’t provide case study examples on its website.

However, they give an overview of what they are looking for: they want entrepreneurial, self-starter, and analytical candidates, which are skills that all consulting firms highly appreciate .

• Alix Partners interview prep tips

OC&C: Interview Prep Tips

Here are two case study examples from OC&C:

• Imported spirit
• Leisure clubs

253 Case Studies From Business School Case Books

Most of these 253 case study examples are based on case interviews used by consulting firms in real job interviews .

As a result, you can have a good idea of the case study questions you can have when interviewing at these firms .

The Full List Of 253 Free Case Study Examples

• Chicago business school
• Australian Graduate School of Management
• Columbia business school
• Harvard business school
• Wharton business school (2009)
• Wharton busines school (2017)
• Darden business school

Do you want to practice a specific type of case study? Now you can…

I have sorted this list of 253 case studies by type:  profitability, market expansion, industry analysis, pricing, investment or acquisition,  and guesstimates (also known as market sizing questions).

Bonus #1: Know The Types Of Cases You Are Likely To have During Your Interviews

• Profitability cases (29% of cases from that list)
• Investment cases (19% of cases from that list)
• Market sizing questions (15% of cases from that list)

As a result, assuming you’ll have 6 interviews (and therefore 6 case interviews) during the recruitment process:

• “Profitability cases are 29%”  means that chances to have 2 profitability case studies during your recruitment process are very high
• “Investment cases are 19%”  means that chances to have 1 investment case study during your recruitment process are very high.
• “ Guesstimates are 15%”  means that chances of having  1 market sizing question during your recruitment process are high.

Bonus #2: The 10 Cases I Recommend You Doing Now

Over 250 examples of case interviews are a great list, and you may not know where to start.

So, I’ve compiled a list of my 10 favorite case studies.

The 5 case studies I recommend doing if you are a BEGINNER

1. stern case book: drinks gone flat (starting at page 24).

This is a good introduction to a common type of case (declining sales here). I liked the solution presented for this case, particularly how it started by isolating declining sales (what range of products? Volumes or prices, or both?).

2. Stern case book: Sport bar (starting at page 46)

This is an investment case (should you invest in a new bar). Even if the solution presented in this case book is not MECE , it covers the most common quantitative questions you might have in such a case. I recommend doing this case.

3. Stern case book: MJ Wineries (starting at page 85)

This is a profitability case. I liked the solution presented in this case because it illustrates how specific good candidates should be. The case concerns wine, so a good candidate should mention the quality of lands and grapes as important factors.

4. AGSM case book: Piano tuners (starting at page 57)

This is a typical market sizing question. How to answer this type of question is a must-know before going to your interviews.

5. Darden case book: National Logistics (starting at page 49)

Again, this is a very common case (how to reduce costs). I liked the broad range of questions asked in this case, covering key skills assessed by consulting firms during case interviews: brainstorming skills (or creativity), quantitative skills, and business sense.

The 5 case studies I recommend if you are more ADVANCED in your preparation

1. stern: the pricing games (starting at page 55).

This case study asks you to help your client assess different business models. I liked this case because the range of issues to tackle is quite broad.

2. Wharton 2017: Engineer attrition at SLS Oil & Gas Services (starting at page 55)

I liked this case study because the case prompt is uncommon: your client has been facing a very high attrition rate among its population of Engineers. As a result, it’s very unlikely that your solution fits a well-known framework, and you’ll have to demonstrate your problem-solving skills by developing a specific solution.

3. Wharton 2017: Pharma Company Goes International, Outsources Benefits, Integrates New Technology (starting at page 95)

This case is about a client considering outsourcing a part of their activity. Even though I don’t know if this type of case study is very common, I had many case studies like this when I passed my interviews a few years ago. And I always found them difficult!

4. Insead: Gas retail case (starting at page 73)

The question in the problem statement is very broad, making this case difficult. So, only good candidates can have a structured case discussion here.

5. Darden: Fire Proof (starting at page 84)

This is a market entry case. Try to solve it by developing a structure as MECE as possible.

CareerInConsulting.com's Free Resources

Access my exclusive free training to help you prepare for your case interviews .

Besides, you can learn my step-by-step guide to answering market sizing questions .

You’ll get my formula to solve all market sizing questions.

Moreover, if you are a beginner, you can read my article on how to solve business cases (+ a 4-week prep plan to get case interview ready).

Also, check these 11 must-know frameworks to ace your case interviews.

Finally, you can read the articles in the blog section of my website.

That’s quite a list.

To complete this list, check this free case interview course , where you’ll find case questions recently asked in actual interviews.

Now, I’d like to hear from you.

Which key insights were new to you?

Or maybe I have missed something.

Either way, let me know by leaving a comment below.

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You need 4 skills to be successful in all case interviews: Case Structuring, Case Leadership, Case Analytics, and Communication. Enroll in our 4 free courses and discover the proven systems +300 candidates used to learn these 4 skills and land offers in consulting.

50+ Case Interview Questions and Examples From Top Firms

Discover over 50 case interview questions and examples from top consulting firms. Prepare effectively for your next interview with expert insights and tips!

Posted August 22, 2024

Featuring Nick V.

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Table of Contents

Let’s face it, consulting interviews can be intimidating, especially with their complex case questions. These questions are designed to assess your problem-solving skills, analytical ability, and strategic thinking, crucial competencies for success in the consulting world. Recognizing the types of case interview questions and mastering them can significantly elevate your chances of landing your dream job in prestigious firms like McKinsey, BCG, or Bain.

This article serves as a comprehensive guide to mastering case interview questions, providing insights into the most common consulting case interview questions and detailed case interview examples from top consulting firms. From McKinsey case interview questions to unique challenges posed by firms like Deloitte and Accenture, we've got you covered. We will also share tips on how to ace your case interview and how to prepare for different types of case interview questions effectively.

By the end of this article, you'll have a well-rounded understanding of what to expect and how to showcase your problem-solving prowess when it matters most. Let’s begin!

List of Case Interview Questions, Practice Cases, and Examples

In preparing for your consulting interviews, it's crucial to familiarize yourself with the most common types of case interview questions. On this list, we will provide sample questions from the top consulting firms.

McKinsey Case Interview Examples

To excel in McKinsey case interviews , it's crucial to practice with specific examples that mirror the real challenges you might face. Here are some detailed scenarios from McKinsey to guide your preparation:

1. Beautify Case

Sample Question #1 : Beautify is excited to support its current staff of beauty consultants on the journey to becoming virtual social media-beauty advisors. Consultants would still lead the way in terms of direct consumer engagement and would be expected to maintain and grow a group of clients. They would sell products through their own pages on beautify.com, make appearances at major retail outlets, and be active on all social media platforms.

What possible factors should Beautify consider when shifting this group of employees toward a new set of responsibilities?

Sample Question #2 : One of the key areas that Beautify wants to understand is the reaction of current and potential new customers to the virtual social media-beauty advisors.

Imagine you are a current Beautify customer and you mostly shop at your local department store because you enjoy the high-touch service offered by in-store consultants. What features would make you consider switching to a mostly virtual sales experience?

See more questions here .

2. Diconsa Case

Sample Question #1 : What should the team investigate to determine whether the Diconsa network could and should be leveraged to provide a range of basic financial services to Mexico’s rural population?

Sample Question #2: The team has estimated that it currently costs a family 50 pesos per month in transportation and food to make the journey to collect benefit payments. The team also estimates that if benefits were available for collection at local Diconsa stores, the cost would be reduced by 30 percent.

Twenty percent of Mexico’s population is rural, and of that number, half currently receive state benefits.

You can assume that Mexico has a population of 100 million.

You can also assume that families in Mexico have an average four members, and that this does not vary by region.

If every family could collect state benefits at their local Diconsa stores, how much in total per year would be saved across all Mexican rural families receiving state benefits?

3. Electro-Light Case

Sample Question #1: What key factors should SuperSoda consider when deciding whether or not to launch Electro-Light?

Sample Question #2: SuperSoda executives believe that the company's position as a top-three beverage company gives it strategic impetus toward achieving the desired market share. However, they ask the team to outline what would be needed to achieve the target 12.5 percent share of the electrolyte-drinks market. What would SuperSoda need to do to gain the required market share for Electro-Light following its launch?

4. National Education System Transformation

Sample Question #1: What issues would you want to investigate in diagnosing the current state of the Loravian school system?

Sample Question #2: One of the clients at Loravian’s educational department mentions neighbor country “C” as an example, because it’s outperforming all of Loravia's economic peers and neighbors in the international assessment. She believes that the more concentrated school structure in this country is a big reason for better outcomes in the international assessment. She suggests that having larger, less fragmented schools allows for more effective teacher selection and training, leading to improved education outcomes for students. Finally, she shares that 15 percent of Loravia's population is currently attending school.

What would be the reduction in the total number of schools in Loravia if it were to achieve the same average school size as neighbor country C?

5. Talbot Trucks Case

Sample Question #1: What information would you want to collect to understand the attractiveness for Talbot Trucks in producing and selling eTrucks in Europe?

Sample Question #2: After running focus groups with Talbot Trucks’ customers, the team concluded that the total cost of an eTruck needs to be the same as a diesel truck to be considered attractive to customers. Currently, a Talbot Trucks diesel truck costs €100,000.

Assuming that the figures above do not change, what is the maximum price Talbot Trucks can charge for its eTruck so that the total cost of ownership is equal to that of a diesel truck?

6. Shops Corporation Case

Sample Question #1: What types of factors would you want to explore to understand how Shops Corporation might improve its diversity within senior leadership?

7. Conservation Forever Case

Sample Question #1: What factors could the team consider when choosing one of the three specific geographies on which to focus the conservation efforts?

Sample Question #2: The director of CF likes these initial projections, but is not convinced that the assumptions are realistic. They tell the team, “According to your model, there are three levers we need to focus on to generate revenue from ecotourism in Peru: number of visitors, length of stay, and spending amount. What are your best ideas for how to maximize each lever? And how about some ideas outside of the constraints of this model?”

Your team is meeting in ten minutes to generate ideas in preparation for a workshop with leaders from several coastal communities, and you are jotting down some notes.

What ideas do you have to generate revenue linked to ecotourism?

McKinsey offers case interview examples that cover various industries and problem-solving scenarios, helping you prepare for any interview question. Engaging with these cases will not only boost your confidence but also enhance your ability to approach complex business problems with innovative solutions.

BCG Case Interview Examples

At BCG , the case interview process is designed to simulate the real-world problems that client teams face, allowing you to demonstrate your problem-solving abilities and specialized skills relevant to the role. Embracing the challenge with enthusiasm will not only make the experience rewarding but also provide a true taste of consulting life at BCG. Here are some of their case interview examples:

Here are a few examples of common case questions:

• Should a company enter a new market?
• Should a company pursue a new product line?
• How can a company improve its profitability?
• How can a company reduce costs?
• How can a company improve its customer satisfaction?

Read: How to Prepare for Boston Consulting Group Management Consulting Case Interviews?

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Bain Case Interview Examples

During your preparation for Bain case interviews, it's essential to delve into specific examples that reflect the real challenges you may encounter. Here's are five examples of practice cases and mock interview tips provided by Bain to guide your preparation:

• Coffee Shop Co. Practice Case
• FashionCo. Practice Case
• Associate Consultant Mock Interview
• Consultant Mock Interview
• Written Case Interview Tips

Read : Bain Case Interviews: A Comprehensive Preparation Guide

Deloitte Case Interview Examples

Deloitte provides a rich array of materials and interactive case studies designed to prepare you for the rigors of their case interviews. These examples reflect real client engagements, offering insights into the complex problems you may face and the analytical, creative, and strategic thinking required to solve them.

Deloitte Case Examples

Footloose Case Study sample questions:

• How big is the work boot market (expressed in euros)? Does Duraflex get more of its revenue from work boots or casual boots?
• Explain why Badger is outperforming Duraflex in the work boot market.
• What changes would you recommend to Duraflex’s work boot strategy? Why? Would you recommend they introduce a sub- branded boot line?

Engagement Strategy: Federal Agency V sample questions:

• To begin an engagement strategy, how might you establish a baseline to measure employee engagement against?
• What characteristics would you look for in external organizations to use as potential benchmarks?
• What are the various populations of the workforce and how would you engage them?
• How will you use Deloitte’s relationship with, and institutional knowledge, of Agency V to develop your deliverables?

Recreation Unlimited sample questions :

• What are potential reasons for Recreation Unlimited's poor eCommerce performance relative to competitors?
• In order to win digital customers, Recreation Unlimited wants to find ways to improve and differentiate their digital customer experience. What are some potential ways to improve the customer experience and how does improving customer experience create value for the customer and value for the business?
• As part of the digital strategy that Recreation Unlimited is considering, they are debating whether to improve the website experience or increase digital marketing. Since they are not sure they will have the budget for both, they want you to help them decide. How would you approach this question?

Strategic Vision: Federal Benefits Provider sample questions :

• What steps should the Deloitte team take to develop a 10-year strategic roadmap for the Agency?
• What are the components or metrics of a business case that should be considered to justify the development of a 10-year strategic roadmap?
• In building the 10-year strategic road map, the Deloitte team realizes there are several key challenges that pose impediments to implementing the Agency’s vision. What is the cost of each challenge to the Agency?
• Leaders in the various departments remain skeptical that the 10-year vision can positively impact their unique operations, while employees are largely unaware of the 10-year vision initiative. How might Deloitte develop an impactful change management strategy to institutionalize the goals of the 10-year vision and ensure buy-in across the Agency’s diverse workforce?

Talent Management: Federal Civil Cargo Protection Bureau sample questions:

• What data would you want to have to be able to move forward?
• What immediate steps would you take to review screening processes and training procedures?
• How would you incorporate things like job descriptions and competencies in your review in order to build a new human capital strategy?
• How will you engage and develop leadership given the Chief Administrator is new to the role and has a different background?

Click here to practice a consulting case interview.

Read : Best 30 Free Resources to Get into Management Consulting

Accenture Case Interview Examples

Accenture's case interviews serve as the final hurdle to becoming a consultant at the firm. These interviews are uniquely structured to assess a candidate's ability to solve complex business problems. The format includes both interviewer-led and candidate-led cases, providing a comprehensive evaluation of your problem-solving capabilities.

Learn more about Accenture’s Case Interview Workbook here .

OC&C Case Interview Examples

OC&C , a globally recognized but relatively smaller strategy consulting firm, is known for its rigorous case interviews that reflect real-life client challenges. These interviews are designed to assess a wide range of skills, from analytical thinking to business acumen, tailored to the firm's focus on private equity clients and seven key industries.

1. Leisure Clubs Case sample questions:

• What factors might you analyze to determine what is going to happen to demand for leisure clubs?
• What is likely to happen to demand for leisure clubs?
• What is the critical issue for our client?

2. Important Whisky in an Emerging Market Case sample questions:

• What information would you require to help explain the slowing down of growth?
• What is driving profitability down?
• What are the potential strategic options?

Oliver Wyman Case Interview Examples

Oliver Wyman's case interviews are designed to uncover how you approach unstructured challenges and evaluate data to build comprehensive solutions. The firm encourages candidates to think critically and creatively, using logical components to break down complex problems.

See how Oliver Wyman can help you with interview preparation by explaining conversational and case interviews, as well as sharing interview tips and explaining what the role of the case interview is.

A.T. Kearney Case Interview Examples

A.T. Kearney's interview process is notably rigorous, tailored to assess a wide range of abilities from analytical thinking to strategic problem-solving. Take a look at A.T. Kearney’s case example and case book to help you how to prepare effectively:

• Promotional Planning Case example
• Consulting Case Book and Tips for Interviewing

Strategy& / PWC Case Interview Examples

Strategy& / PWC focuses on executive-level strategic issues, such as capability identification, market positioning, and operational efficiency. This branch's case interviews are designed to simulate real business challenges, helping to prepare candidates for the demands of strategic consulting roles. Here's a closer look at the types of questions you might encounter:

Sample Question 1: Market sizing

• Estimate the size (by value) of the UK grocery retail market

Sample Question 2: Market sizing

• Estimate the size (by value) of the UK retail cooking sauces market

Sample Question 3: Interpreting information and drawing conclusions

• Look at the chart on the following slide
• Interpret the meaning of the chart
• How are things changing? Who's winning and who's losing?
• Given your knowledge of the UK grocery market, why might this be?

Learn more about case interview preparation by reading through Strategy& / PWC’s presentation .

L.E.K. Consulting Case Interview Examples

The case interview process at L.E.K. Consulting is rigorous – designed to evaluate a candidate's ability to solve complex business problems. The interviews are structured across multiple rounds, each focusing on different aspects of your analytical and strategic thinking abilities. Here's what you need to know to prepare effectively:

• Interview Preparation
• Market Sizing Case Example Video Walkthrough

Roland Berger Case Interview Examples

The case interviews at Roland Berger are designed to evaluate your ability to display key personality traits, with a notable preference for candidates who have international experience, as this is explicitly stated by the firm. Roland Berger has provided two case webinars on their website. Each example provides a case scenario, problem, and tips on how to answer the questions.

• 3D Printed Hip Implants Case / 3D Printed Hip Implants Case 2 sample questions:
• Based upon the explanation process: Which are the most important costs to consider?
• Is additive manufacturing of the hip implant – based upon the given information – lucrative?
• Which measures could increase the economic feasibility of the product?
• Transit Oriented Development Case / Transit Oriented Development Case 2 sample questions:
• How would you split the 416 stations between little, medium, and large revenue potential?
• How can the public transport operator of Munich increase its revenue through focusing on its existing rail stations?

Capital One Case Interview Examples

The structure of a Capital One case interview typically involves three key sections: outlining the business situation and framework, tackling quantitative questions, and formulating a recommendation based on your calculations. Expect scenarios that might not strictly adhere to the MECE principle (Mutually Exclusive, Collectively Exhaustive), which is often a staple in consulting case interviews. This approach reflects the real-world ambiguity you might face in business situations, requiring a flexible and adaptive problem-solving strategy. Here's a video walkthrough on everything there is need to know about Capital One case interview:

• Strategy Analyst - Case Study Guide

EY Parthenon Case Interview Examples

EY-Parthenon case interviews are designed to mimic real-life challenges, providing a glimpse into the practical work of a consultant. The interviews are candidate-led, similar to styles seen at BCG or Bain, and focus on several key areas including analytical thinking, structured problem-solving, and effective communication. The EY-Parthenon behavioral interview questions are comparable to those you would encounter in interviews for other top-tier management consulting firms. Be prepared to answer the following questions:

EY-Parthenon Case Interview Behavioral/FIT Questions

• Tell me about yourself.
• Why are you interested in consulting, and why specifically EY-Parthenon?
• Describe a time when you worked on a team project. What was your role, and how did you contribute to the team’s success?
• Can you provide an example of a challenging problem you faced at work and how you solved it?
• How do you handle tight deadlines and pressure? Can you give an example?
• Tell me about a time when you had to influence someone to achieve a goal.
• How do you prioritize tasks when you have multiple projects to manage?
• Describe a situation where you had to deal with a difficult team member. How did you handle it?
• What is your greatest professional achievement so far?
• Give an example of a time when you had to learn something new quickly.
• Why do you think you would be a good fit for EY-Parthenon’s culture?
• Tell me about a time you failed or made a mistake. How did you handle it?
• Can you provide an example of a project where you demonstrated leadership?
• How do you handle feedback and criticism?
• Are there any questions that you have for me?
• Your answer for this question must be a resounding “YES”. The more you have questions for them, the better because that shows that you’ve researched the company. You may ask about a particular previous project they did or something in particular to their operations.

Online Case Interview Examples from Consulting Clubs

Mastering the case interview is essential in consulting, and consulting clubs are key in this preparation. NYU, Duke, and Kellogg Consulting Club, for instance, provide free various interview cases, both individual and group, that mimic real consulting challenges.

• NYU Stern MCA 2020-2021 Casebook
• Columbia Business School 2021 Casebook
• The Duke MBA Consulting Club Casebook 2021-2022
• UCLA Case Book 2019 – 2020
• Darden School Of Business 2021-2022 Casebook
• Kellogg Consulting Club 2020 Casebook
• Cornell MBA Johnson Consulting Club Casebook 2020-2021
• Notre Dame Casebook 2022
• FMS Consulting Casebook 2021-22
• INSEAD Consulting Club Casebook 2021
• IIMC Consulting Casebook 2021-22
• IIM Lucknow Casebook 2022
• Harvard Business School Management Consulting Club Case Interview Examples
• Berkeley Haas School of Business Consulting Club Interview Preparation Guide and Case Interview Examples 2019

How to Ace Your Case Interview

To excel in your case interview, it's crucial to demonstrate a blend of problem-solving skills, analytical ability, strategic and logical thinking, and comfort with ambiguity. These elements are essential as they reflect real client projects that you might handle at firms like Deloitte Consulting LLP.

Read : The 15 Most Common Consulting Interview Questions — With Answers

Step-by-Step Approach to Case Interviews

• Understand the Issue : Start by clarifying the case question. Ensure you fully grasp the problem before proceeding.
• Develop a Framework : Articulate a framework and initial hypothesis to explore. This helps in structuring your response and guides your analysis.
• Analytical Execution : Engage in logical storytelling. Walk the interviewer through your thought process and explain your assumptions. Take notes and structure your analysis clearly.
• Recommendation and Next Steps : Conclude with a strong recommendation based on your findings. Outline the next steps and expected results or impacts.

Read : Mastering Consulting Cases: A Step-by-Step Approach

Tips on How to Prepare For Your Case Interview

To excel in your case interview preparation, it's essential to engage in extensive practice with a variety of case types. Successful candidates often practice with dozens of case interview scenarios, treating the preparation process with the same rigor as studying for finals or the GMAT. Here are key steps to enhance your preparation:

• Diverse Practice Cases : Ensure the practice cases you use cover a broad spectrum of problems, including profitability, market sizing, and business expansion scenarios. This variety prepares you for any curveballs and helps develop flexibility in applying different frameworks.
• Quality of Practice Materials : Select high-quality practice cases from trusted sources. The content and structure of these cases should closely mimic the types of cases presented in actual interviews at top consulting firms.
• Framework Mastery : Rather than memorizing frameworks, focus on understanding and adapting them to fit different case scenarios. This approach helps in crafting tailored solutions during your actual interview.
• Time Management : Practice managing your time effectively during mock interviews. Top consulting firms like Bain appreciate candidates who can efficiently organize and analyze information under time constraints.
• Engage with Realistic Simulations : Participate in mock interviews and case sessions that simulate the actual interview environment. This practice helps you refine your problem-solving approach and improve your communication skills under pressure.
• Continuous Learning and Adaptation : Stay informed about new trends and changes in the consulting interview landscape. Engage with resources that provide updates and insights into evolving interview formats.

Personalized Coaching : Consider working with an experienced coach who can provide personalized feedback and guidance. Coaching can significantly enhance your performance by focusing on areas that need improvement.

Practice with Experts from Leland

Through an extensive exploration of the various aspects of case interviews across prestigious consulting firms like McKinsey, BCG, Bain, Deloitte, Accenture, and others, it's evident that thorough preparation and an adaptable mindset are critical for success.

Leland offers comprehensive case study interview preparation tailored to help you excel in consulting case interviews. Our experienced consultants provide personalized coaching, realistic case simulations, and strategic feedback to enhance your problem-solving skills and boost your confidence. With our expert guidance, you'll be well-prepared to tackle any case interview challenge and make a lasting impression.

What questions should you consider asking during a case study interview?

• In your case study interview, it's crucial to ask insightful questions to understand the context fully. Consider asking about how the interviewee discovered your company, the timeline of their engagement, their initial experiences with your company, the challenges they aimed to address, and whether they considered any competitors or alternative solutions.

What strategies can enhance your performance in a case interview?

• To excel in a case interview, start by taking a moment to organize your thoughts before responding. Structure your response logically, guiding the interviewer through your thought process and clarifying any assumptions you make. Maintain composure and treat the interview as a professional conversation, which can help alleviate pressure.

How can you excel in a case study interview?

• To perform well in a case study interview, make sure to take detailed notes throughout. Even if you are not familiar with the industry, focus on demonstrating your analytical skills and how you approach problem-solving. Communicate clearly and ensure you have a thorough understanding of the problem you're asked to analyze.

What types of questions are typically asked in case interviews?

• Case interviews generally include questions from nine key categories, such as framework or issue tree questions, market-sizing and guesstimate questions, valuation inquiries, brain teasers, chart interpretation, value proposition analysis, informational queries, and mathematical problems.

Preparing for consulting recruiting and/or case interviews? Here are some additional resources to help:

• Top 3 Tactics to Ace Your Case Interview
• A Comprehensive Guide to McKinsey & Co., Bain & Co., and Boston Consulting Group
• From No Offers to Multiple Offers - How to Take Your Casing to the Next Level
• Soft Skills for Consulting: Why They Matter and How to Develop Them
• Five Tips to Break Into Management Consulting

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28 Case Interview Examples for Consulting Interview Prep (2024)

• Last Updated January, 2024

Rebecca Smith-Allen

Former McKinsey Engagement Manager

How to Use Case Interview Examples

Video Case Interview Example: Questions & Answers

Tips for Acing Your Case

Free Case Interview Examples (Consulting Firms)

Free Case Interview Examples (Consulting Clubs)

Practice is the key to passing your consulting interviews. To practice, you’ll need some examples of case interview questions and answers to work with.

We’ve got links to loads of them below.

In addition, we have:

• Tips on how to use case interview examples to prepare for your consulting interviews,
• A video case interview example with My Consulting Offer founder Davis Nguyen, and
• Insight into the difference between average and exceptional answers to case interview questions.

Get ready to dive deep into structuring your analysis of business problems, identifying the key issues, and recommending solutions!

Keep reading to find out how to use case interview examples to ace your case.

How to Use Case Interview Examples to Ace Your Case

1. start your case interview preparation early..

You’ll need to practice dozens of case interview examples to get good enough to receive an offer from one of the top consulting firms. This is not something you can cram the night before an interview.

Start as soon as possible.

2. Don’t Read Straight through Sample Case Interview Examples or Passively Watch Videos.

Some people think that the best way to improve their chances of passing a case interview is by reading as many cases interview examples as they can.

This is like reading about how to play tennis but never picking up a racket. To get better at tennis, for example, you need to actually pick up a ball and be active. The same applies to your interview preparation.

Stop and think at each step in the case interview question. Come up with your own answer and say it out loud. Practice driving each part of the case interview example yourself.

• How would you structure your analysis of the problem?
• What questions would you ask the interviewer?
• How would you set up the case math problem?
• What recommendation would you make to the client?

After you’ve developed your answer, compare it to the suggested answer for the case.

What did you get right?

How did your answer and the case interview example answer differ?

Are there things you miss consistently across multiple case interview examples?

The answers to these  case interview examples can look simple when you just read through them, but it’s not easy to come up with all the key aspects of the solution on your own.

Nail the case & fit interview with strategies from former MBB Interviewers that have helped 89.6% of our clients pass the case interview.

3. Find Partners to Practice Case Interviews with.

Teamwork is an important part of consulting work, so get ready for it now. Find a case interview practice partner, preferably someone else who’s applying to jobs in the management consulting industry because they’ll know more about what recruiters are looking for.

Practicing cases with a partner provides the opportunity to get feedback from someone else on what you’re doing well and what you need to improve. Additionally, you’ll learn a lot by watching how your partner solves sample case studies.

Look for aspects of their approach that are effective as well as what they could do better. Working with a partner will make your consulting interview practice feel more real.

Similar to how you need a tennis partner to feel what is like to play tennis, you need a case partner to experience what a case interview is like.

4. Master the 4 Parts of the Case Interview.

In our article on Case Interview Prep , we discussed the 4 parts of the case interview: the opening, structure, analysis, and conclusion. As you practice with consulting case interview examples, practice each of these 4 parts to ensure you’re strong at them all.

5. Avoid Case Burnout.

A case zombie is someone who’s grown tired of casing from doing too much of it. Their answers feel rehearsed, not conversational. 

They may seem bored, not engaged in solving the problem. They’ll be less creative in their solutions. They certainly won’t pass the airport test!

Avoid becoming a case zombie by practicing smarter, not harder.

Video: Case Interview Examples – Questions & Answers

In the following case interview example, Davis Nguyen, founder of My Consulting Offer solves McKinsey’s SuperSoda case.  The video is broken into 4 parts of the case interview.

Remember, don’t just watch the video. Stop the video and provide your own answer before listening to Davis’s  answer to the case question.

Step 1: Case Interview Example Opening – Ensure you understand the client and the problem you’ll be solving in the case.

Step 2: case interview example structure – break the problem down into smaller parts. make sure you cover all key case issues., step 3: case interview example analysis – ask questions, gathering information from graphs and charts provided by the interviewer, do case math, and provide insight into the client’s business problem based on what you learn., step 4: case interview example recommendation – develop a rational recommendation for the client based on all you’ve learned throughout the case interview., tips for acing your consulting case interviews – the difference between average & exceptional, case interview opening.

The opening is a great point to ask “dumb” questions because, at this point, you’re not expected to know much about the client and their business. 

Here your goal is to understand the client, their business, and what a successful project will look like.

Don’t shy away from asking for clarification on things that will help you better understand the business problem and solve it. For example, if you don’t know how life insurance works and the case is about life insurance, then ask.

After ensuring you understand the client and their problem, the next thing to ask about is key metrics of success. 

For example, the client may want to find new avenues for growth. Are they looking for a 5% increase in revenue or to double their business?

Finding out what success looks like in the client’s eyes will ensure you work to deliver a solution that meets their expectations, not one that’s underwhelming.

After you find out what success looks like, ask further probing questions to better understand the client, their business, and any constraints on solving the case.

Examples of Relevant Questions to ask Your Interviewer 

Examples of relevant questions about the client might include the geography they operate in or the sector of their industry they are strongest in. 

Examples of relevant questions about their business might include what products or services are most profitable or most important to their customers. 

Examples of relevant questions about the problem might include whether there are any costs that can’t be cut or what the maximum amount the client is able to invest in developing a new product. 

Asking these types of questions up front will give you a better context for solving the client’s problem and make it more likely that you will solve the case interview.

Case Interview Structure

You’ll need a framework to make sure your analysis covers all key aspects of the consulting case. 

You can use one of the many standard Case Interview Frameworks we’ve outlined , but top interviewees develop their own framework for analyzing the case interview question. 

Their frameworks may include pieces of one or more of the standard frameworks but are tailored to the particular business problem they’re discussing. 

Good frameworks are hypothesis-driven, that is to say they can be tested similar to the science experiment, so that the answer is either a “yes” or “no.” For example, examining your bank account to see, “if I have $400 for a ticket” is an example.

Second, good frameworks cover all topics relevant to the answer. For example, if the client is opening up a new hotel in a foreign country, checking out the existing competition should be part of the framework.

As you study more about interactive case interviews and practice them you’ll develop a sense for what factors are relevant or not relevant to the case at hand.

Finally, a good structure will be  MECE  or mutually exclusive and collectively exhaustive.

This means the framework will break down the market or population being analyzed into segments that include every part of the whole (collectively exhaustive), and each segment of the market or member of the population will show up in one and only one category without overlap (mutually exclusive). 

For example, if you divide the target market for a retail product into segments by age, these segments would be MECE:

•  10-19,
• 40-49, etc.

The categories 15-25, 20-30, 27-35 would not be MECE because people could be counted twice. 

Case Interview Analysis

In the analysis phase of your case interview example, you’ll ask questions to get the information you need to solve the client’s business problem. Your questions will likely lead you to one of the 4 types of analysis that are common in consulting interviews: market sizing, brainstorming, quantitative reasoning (case math), or reading exhibits. 

No matter which of these types of analysis comes up, there’s a 4-step method that ensures you can crack the case. 

This 4-step method is:

• Ask for data,
•  Interpret the data,
•  Provide insight, and 
• Outline next steps. 

The data you ask for will depend on the case interview question you’re solving. For example, if the question is about profitability, you’ll need to know about the client’s finances: dig into revenues and costs. 

For example, if you find that the client’s revenues are flat while their costs have been rising, you’ll know that the problem is in the cost structure and that you’ll need to examine costs more closely.

Next, provide insight. As you examine costs further, you’ll find out why they’ve grown faster than revenues. 

This insight will naturally lead to the next steps. What does the client need to do to get costs under control and fix their profitability problem? 

You may need to go through this 4-step method a couple of times, focusing on different aspects of the client’s business problem. 

Once you’ve examined and developed insight into all key aspects of the problem, your next step will be to conclude the interview with a recommendation for the client.

Case Interview Conclusion

At this point, you’ve hopefully cracked the case and are ready to present your recommendations to the client (your interviewer). 

The best way to do this is to use the 5R approach:

• Recap – restate the business problem you’ve analyzed. In consulting this is done because a CEO might have hired 5 McKinsey teams and can’t remember which one you are on. 
• Recommendations – Provide the solution your analysis led to. We lead with the recommendation because it is the most important piece of information. Stating it first and clearly puts everyone on the same page.
• Reasons – Summarize the key facts and insights that lead you to your recommendations. 
• Risks – Outline any risks the client should be aware of as they implement your recommendations. No recommendation has a 100% probability of success. Clients need to be aware of business risks in the same way patients need to understand the side effects of drugs.
• Retaining the client – Provide next steps for how you can help the client ensure success. As consultants, we are paid for helping our clients. If there is a natural extension of the work as the client implements the team’s recommendations, we should tell them how we can provide further assistance (and ultimately make money for your firm). 

While most candidates will address their recommendations and possibly the reasons for their recommendations, few will hit all these points. 

In particular, outlining risks and further ways you can help the client will differentiate you from other candidates and help you to advance  to the second round of interviews or get the offer.

Free Online Case Interview Examples from 7 Top Consulting Firms

Now that you’re familiar with how you should use case interview examples and what differentiates an average answer from an exceptional one, you need sample questions to practice with.

Below, we provide links to dozens to help you hone your business problem-solving skills.

1. McKinsey Case Interview Examples

Disconsa – Help a not-for-profit develop better financial-service offerings for remote Mexican communities.

Electro-Light – Help a beverage manufacturer prepare for a new product launch.

GlobalPharm – Help a pharmaceutical industry client manage with its merger and acquisitions strategy.

Transforming a National Education System – Help a country’s education ministry develop a new strategy for educating the country’s children. 

2. BCG Case Interview Examples

Climate Challenge – Help a global consumer goods company reduce its environmental impact.

Driving Revenue Growth at a Healthcare Company – Help a medical devices and services company to increase revenues following an acquisition. (The same one that is highlighted above in our example)

3. Bain Case Interview Examples

Coffee Shop Co. – Help a friend decide whether they should open a coffee shop.

F ashionCo. – Help a fashion company understand why its revenues have been going down.

Private Equitas – Help a private equity company maximize its investment in a portfolio company.

4. Deloitte Case Interview Examples

Footloose  – Help a footwear company improve their market share in the boots category.

Recreation Unlimited – Help a global apparel and sportswear company improve its digital customer experience and its revenue.

Agency V – Help a large federal agency recover from a front-page scandal that sparked investigations and congressional hearings.

Federal Benefits Provider – Help a federal agency that provides benefits to millions of U.S. citizens prepare for a major expansion of its mandate.

5. AT Kearney Case Interview Examples

Promotion Planning – Help a national grocery and drug store chain improve its product promotion strategy.

6. PWC Case Interview Examples

Modernizing a Hotel’s Loyalty Platform – Help simplify and modernize the platform, providing customers with immediate access to their data.

Green Energy – Help an energy company transition to net zero greenhouse gas emissions.

Nonprofit Impact – Help a community organization respond to client needs during the pandemic.

Love at First Byte – Help a data management client comply with new regulations.

Prioritizing Ethics and Integrity – Help a software company leverage data analytics to comply with regulations.

7. Accenture Case Interview Examples

Sustainability – Help drive sustainability for an auto manufacturer.

IT integration strategy – Driving merger integration by linking technology systems.

We have more on how to Accenture Case Interviews in our article.

8. Capital One Case Interview Examples

Ice Cream Corporation – Help the president of Ice Cream Corporation grow profits.

9. Oliver Wyman Case Interview Examples

Wumbleworld – Help a China-based theme park operator identify the reasons for declining profits and develop options for reversing the trend.

Aqualine – Help a manufacturer of small power boats determine why its sales growth has slowed and identify opportunities to boost sales.

10. LEK Case Interview Examples

Theater chain – Help a large theater chain identify revenue growth opportunities.

Free Online Case Interview Examples from Consulting Clubs

Need more case interview examples? Here are links to MBA case books compiled by INSEAD, Harvard, Wharton, Darden, and several other business schools.

Recent Consulting Case Interview Examples

• Darden School Of Business 2021-2022 Casebook
• NYU Stern MCA 2020-2021 Casebook
• The Duke MBA Consulting Club Casebook 2021-2022
• Notre Dame Casebook 2022
• Kellogg Consulting Club 2020 Casebook
• FMS Consulting Casebook 2021-22
• INSEAD Consulting Club Casebook 2021
• IIMC Consulting Casebook 2021-22
• UCLA Case Book 2019 – 2020
• Columbia Business School 2021 Casebook
• IIM Lucknow Casebook 2022
• Cornell MBA Johnson Consulting Club Casebook 2020-2021
• Darden School Of Business 2020-2021 Casebook

Older Consulting Case Interview Examples

• 2019 Berkeley Haas School of Business Consulting Club Interview Preparation Guide and Case Interview Examples
• The Duke MBA Consulting Club Casebook 2018-2019
• 2017-2018 McCombs University of Texas at Austin Consulting Case Interview Examples
• Columbia Business School Management Consulting Association Case Interview Examples 2017
• Duke Fuqua School of Business MBA Consulting Case Interview Examples 2016-2017
• NYU Stern MBA MCA Case Interview Examples: 2017
• UCLA Anderson School of Management Consulting Association Case Interview Examples 2015-2015
• Darden Consulting Club Case Interview Examples: 2014-2015
• Yale Life Sciences Consulting Case Interview Examples 2014
• ESADE MBA Consulting Club Case Interview Examples 2014
• Darden Consulting Case Interview Examples: 2012-2013 Edition
• Kellogg Consulting Club Case Interview Examples and Interview Guide: 2012 Edition

Even More Consulting Case Interview Examples

• The Cornell Consulting Club Interview Interview Examples
• Harvard Business School Management Consulting Club Case Interview Examples
• The MIT Sloan School of Management Consulting Club Case Interview Examples and Interview Guide – October 2001
• The Berkeley MBA Haas Consulting Club 2006 Case Interview Examples
• London Business School – The 2006 Consulting Club Case Interview Examples 
• Columbia Business School Management Consulting Association Case Interview Examples – 2006
• Torch the Case – The NYU Stern Consulting Case Interview Examples – 2007 edition 
• Michigan – the Ross School of Business Consulting Club 2010 Case Interview Examples
• Wharton Case Interview Examples by the Wharton Consulting Club – December 2010
• The Duke MBA Consulting Club Case Interview Examples – 2010-2011
• Case Interview Examples by the ESADE MBA Consulting Club 2011  
• INSEAD Consulting Club Handbook and Case Interview Examples – 2011

Still have questions?

If you still have questions on case interview examples, leave them in the comments below. We’ll ask our My Consulting Offer coaches and get back to you with answers.

We have tons of other articles to help you get an offer from one of the top consulting firms. Check out our pages on:

• Case Interview Math
• Case Interview Types
• Case Interview Formulas
• Market Sizing Questions

Help with Case Study Interview Preparation

Thanks for turning to My Consulting Offer for advice on case study interview prep. My Consulting Offer has helped almost 89.6% of the people we’ve worked with get a job with top management consulting like Bain, BCG and McKinsey .  For example, here is how Conor was able to get his BCG offer after previously failing.

If you want a step-by-step solution to land more offers from consulting firms, then  grab the free video training series below.  It’s been created by former Bain, BCG, and McKinsey Consultants, Managers and Recruiters.

It contains the EXACT solution used by over 700 of our clients to land offers.

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3 Top Strategies to Master the Case Interview in Under a Week

We are sharing our powerful strategies to pass the case interview even if you have no business background, zero casing experience, or only have a week to prepare.

No thanks, I don't want free strategies to get into consulting.

We are excited to invite you to the online event., where should we send you the calendar invite and login information.

35 Case Interviews Examples from MBB / Big Four Firms

Studying case interview examples is one of the first steps in preparing for the  management consulting  recruitment process. If you don’t want to spend hours searching the web, this article presents a comprehensive and convenient list for you – with 35 example cases, 16 case books, along with a case video accompanied by detailed feedback on tips and techniques.

A clear understanding of “what is a case interview” is essential for effective use of these examples. I suggest reading our  Case Interview 101  guide, if you haven’t done so.

McKinsey case interview examples

Mckinsey practice cases.

• Diconsa Case
• Electro-Light Case
• GlobaPharm Case
• National Education Case

What should I know about McKinsey Case interviews?

At McKinsey, case interviews often follow the interviewer-led format , where the interviewer asks you multiple questions for you to answer with short pitches.

How do you nail these cases? Since the questions can be grouped into predictable types, an efficient approach is to master each question type. However, do that after you’ve mastered the case interview fundamentals!

For a detailed guide on interviewer-led cases, check out our article on McKinsey Case Interview .

BCG & Bain case interview examples

Bcg practice cases.

• BCG – Written Case – Chateau Boomerang

Bain practice cases

• Bain – Coffee Shop Co.
• Bain – Fashion Co.
• Bain – Mock Interview – Associate Consultant
• Bain – Mock Interview – Consultant

What should I know about BCG & Bain case interviews?

Unlike McKinsey, BCG and Bain case interviews typically follow the candidate-led format – which is the opposite of interviewer-led, with the candidate driving the case progress by actively breaking down problems in their own way.

The key to acing candidate-led cases is to master the case interview fundamental concepts as well as the frameworks.

Some BCG and Bain offices also utilize written case interviews – you have to go through a pile of data slides, select the most relevant ones to answer a set of interviewer questions, then deliver those answers in a presentation.

For a detailed guide on candidate-led cases, check out our article on BCG & Bain Case Interview .

Deloitte case interview examples

Deloitte practice cases.

Undergrad Cases

• Human Capital – Technology Institute
• Human Capital – Agency V
• Strategy – Federal Benefits Provider
• Strategy – Extreme Athletes
• Technology – Green Apron
• Technology – Big Bucks Bank
• Technology – Top Engine
• Technology – Finance Agency

Advanced Cases

• Human Capital – Civil Cargo Bureau
• Human Capital – Capital Airlines
• Strategy – Club Co
• Strategy – Health Agency
• Technology – Waste Management
• Technology – Bank of Zurich
• Technology – Galaxy Fitness

What should I know about Deloitte case interviews?

Case interviews at Deloitte also lean towards the candidate-led format like BCG and Bain.

The Deloitte consultant recruitment process also features group case interviews , which not only test analytical skills but also place a great deal on interpersonal handling.

Accenture case interview examples

Accenture divides its cases into three types with very cool-sounding names.

Sorted in descending order of popularity, they are:

These are similar to candidate-led cases at Bain and BCG. albeit shorter – the key is to develop a suitable framework and ask the right questions to extract data from the interviewer.

These are similar to the market-sizing and guesstimate questions asked in interviewer-led cases – demonstrate your calculations in structured, clear-cut, logical steps and you’ll nail the case.

These cases have you sort through a deluge of data to draw solutions; however, this type of case is rare.

Capital One case interview examples

Capital One is the odd one on this list – it is a bank-holding company. Nonetheless, this being one of the biggest banks in America, it’s interesting to see how its cases differ from the consulting ones.

Having gone through Capital One’s guide to its cases, I can’t help but notice the less-MECE structure of the sample answers. Additionally, there seems to be a greater focus on the numbers.

Nonetheless, having a solid knowledge of the basics of case interviews will not hurt you – if anything, your presentation will be much more in-depth, comprehensive, and understandable!

See Capital One Business Analyst Case Interview for an example case and answers.

Other firms case interview examples

Besides the leading ones, we have some examples from other major consulting firms as well.

• Oliver Wyman – Wumbleworld
• Oliver Wyman – Aqualine
• LEK – Cinema
• LEK – Market Sizing
• Kearney – Promotional Planning
• OC&C – Imported Spirits
• OC&C – Leisure Clubs

Consulting clubs case books

In addition to official cases, here are a few case books you can use as learning materials.

Do keep in mind: don’t base your study on frameworks and individual case types, but master the fundamentals so you can tackle any kind of case.

• Wharton Consulting Club Case Book
• Tuck Consulting Club Case Book
• MIT Sloan Consulting Club Case Book
• LBS Consulting Club Case Book
• Kellogg Consulting Club Case Book
• INSEAD Consulting Club Case Book
• Harvard Consulting Club Case Book
• ESADE Consulting Club Case Book
• Darden Consulting Club Case Book
• Berkeley Consulting Club Case Book
• Notre-Dame Consulting Club Case Book
• Illinois Consulting Club Case Book
• Columbia Consulting Club Case Book
• Duke Consulting Club Case Book
• Ross Consulting Club Case Book
• Kearney Case Book

Case interview example – Case video

The limitation of most official case interview examples is that they are either too short and vague, or in text format, or both.

To solve that problem for you, we’ve extracted a 30-minute-long, feedback-rich case sample from our Case Interview End-to-End Secrets Program .

This is a candidate-led, profitability case on an internet music broadcasting company called Pandora.

In 30 minutes, this candidate demonstrates the exact kind of shortcoming that most candidates suffer during real case interviews – they come in with sharp business senses, then hurt their own chances with inadequate techniques.

Here are seven notable areas where the candidate (and you) can improve:

Thanking Throughout the case, as especially in the opening, he should have shown more appreciation for the time the interviewer spent with him.

Structured opening The candidate’s opening of the case feels unstructured. He could have improved it by not mixing the playback and clarification parts. You can learn to nail the case in a 3-minute start through this video on How to Open Any Case Perfectly .

Explicitness A lot of the candidate’s thought process remains in his head; in a case interview, it’s better to be as explicit as possible – draw your issue tree out and point to it as you speak; state your hypothesis when you move into a branch; when you receive data, acknowledge it out loud.

Avoiding silence The silence in his case performance is too long, including his timeout and various gaps in his speech; either ask for timeout (and keep it as short as possible) or think out loud to fill those gaps.

Proactivity The candidate relies too much on the interviewer (e.g: asking for data when it can easily be calculated); you don’t want to appear lazy before your interviewer, so avoid this.

Avoiding repeating mistakes Making one mistake twice is a big no-no in consulting interviews; one key part of the consulting skill set is the ability to learn, and repeating your mistakes (especially if the interviewer has pointed it out) makes you look like someone who doesn’t learn.

Note-taking Given the mistakes this candidate makes, he’s probably not taking his notes well. I can show you how to get it right if you watch this video on Case Interview Note-Taking .

Nonetheless, there are three good points you can learn from the candidate:

The candidate sums up what he’s covered and announces his upcoming approach at the start and at key points in the case – this is a very good habit that gives you a sense of direction and shows that you’re an organized person.

The candidate performs a “reality check” on whether his actions match the issue tree; in a case interview it’s easy to lose track of what you’re doing, so remember to do this every once in a while.

The candidate prompts the interviewer to give out more data than he asked for; if anything, this actually matches a habit of real consultants, and if you’re lucky, your interviewer may actually give out important pieces you haven’t thought of.

These are only part of the “ninja tips” taught In our Case Interview E2E Secrets Program – besides the math and business intuition for long-term development, a key feature is the instant-result tips and techniques for case interviews.

Once you’ve mastered them, you can nail any case they throw at you!

For more “quality” practice, let’s have a mock case interview with former consultants from McKinsey, BCG, Bain, Oliver Wyman, Strategy& and many other consulting firms. They will help you identify your problem areas and give you actionable feedback, making your preparation much easier and faster.

Hi! This is Kim and welcome to another performance in the Tips & Techniques part of our amazing End-to-end program. You are about to hear a really interesting performance.

There is a common Myth that Profitability cases are easier. Well, for beginners, that’s may make sense, but I would argue that Profitability cases can be really tricky and candidates without good foundation will make about the same level of mistakes regardless of type of cases given.

The profitability case we are about to watch will show that. It’s a very unconventional

Profitability. It started out like a typical one but getting more and more tricky toward the end.

The candidate is fairly good in term of business intuition, but the Tips & Techniques aspect needs a lot of fine tune! Now let’s go ahead and get started! 

It’s actually a little better to playback the case information and ask clarifications. The candidate does not distinguish between the two and do both at a same time. Also, the candidate was asking these clarifications in an unorganized and unstructured fashion. This is not something terrible, but could have been better, especially when this is the very first part of the case, where the crucial first impression is being formed.

My pitch would sound like this:

“That’s a very interesting problem and I am happy to get the chance to solve it. First of all let me tell you my understanding of the case context and key objectives. Then I would like to ask a few clarifying questions regarding a few terminology and concepts. Both of these are to make sure that I will be solving the right problem.

So here is my understanding of the case: The client is ABC. Here are some DEF facts about the situation we just talked about. And the key case question is XYZ.

Does that correctly and adequately summarize the case?”

Once the interviewer confirms, I would move to the clarification part as follows: “Now I would like to ask a few clarification questions. There are three of them: No 1, … No 2, … and No 3, …”

You may see above pitch as obvious but that’s a perfect example of how you should open any cases. Every details matters. We will point out those details in just a second. But before we do that, it’s actually very helpful if you can go back, listen carefully to the above pitch, and try to point out the great components yourselves. Only after that, go back to this point and learn it all together.

Alright, let’s break down the perfect opening.

First of all, you hear me say: “That’s a very interesting problem and I am happy to get a chance to solve it”. This seems trivial but very beneficial in multiple ways:

1. I bought myself a couple of seconds to calm down and get focused. 2. By nature, we as human unconsciously like those who give us compliments. Nothing better than opening the case with a modest compliment to the interviewer.

And (c) I showed my great attitude towards the case, which the interviewer would assume is the same for real future consulting business problems.

You should do that in your interviews too. Say it and accompany it with the best smile you can give. It shows that you are not afraid of any problems. In fact, you love them and you are always ready for them.

Secondly, I did what I refer to as the “map habit”, which is to always say what you are about to do and then do it. Just like somebody in the car showing the drivers the route before cruising on the road. The driver would love it. This is where I said: “Let me tell you my understanding of the case context and key objectives. Then ABC…”.

Third, right at the beginning of the case, I try to be crystal clear and easy to follow. I don’t let the interviewer confused between playing the case vs. asking clarification questions. I distinguish between the two really carefully. This habit probably doesn’t change the outcome of how the case goes that much, but it certainly significantly changes the impression the interviewer has of me.

Fourth, in playing back the case, each person would have a different way to re-phrase. But there are three buckets to always include:

1. Who is the client 2. The facts regarding the client and the situation and (c) The key question and the objective of the case.

Fifth, after playing the case context and objectives, I pause for a second and ALIGN with the interviewer: “Does it correctly and adequately summarize the case?”. This is a habit that every consulting manager loves for young consultants to do. Nobody wants first-year folks to spend weeks of passion and hard-work building an excel model that the team can’t use. This habit is extensively taught at McKinsey, Bain and BCG, so therefore interviewers would love somebody that exhibits this habit often in case interview.

Lastly, when asking clarification questions, you hear me number them very carefully to create the strong impression that I am very organized and structured. I said I have three clarifying questions. Then I number them as I go through each. No.1, No.2, and No.3.

Sometimes, during interviews it’s hard to know exactly how many items you are going to get. One way is to take timeout often to carefully plan your pitch. If this is not possible in certain situations, you may skip telling how many items you have; but you should definitely still number your question: No.1, No.2; and so on. 

Just a moment ago, the candidate actually exhibited a good habit. After going through his clarification questions, the candidate ended by asking the “is there anything else” question. In this case, I actually give out an important piece of data.

Though this is not very common as not every interviewer is that generous in giving out data. But this is a habit management consultants have to have every day when talking to experts, clients, or key stakeholders. The key is to get the most data and insights out of every interview and this is the type of open-ended question every consultant asks several times a day.

To show of this habit in a case interview is very good!

There are three things I would like you to pay attention to:

First, it took the candidate up to 72 seconds to “gather his thoughts”. This is a little too long in a case interview. I intentionally leave the 72 seconds of silence in the recording so you get an idea of how long that is in real situations. But it’s worth-noting here is not only that. While in some very complicated and weird cases, it’s ok to take that long to really think and gather ideas. In this case, the approach as proposed by the candidate is very simple. For this very approach, I think no more than 15 to 20 seconds should be used.

No.2, with that said, I have told I really like the fact that this candidate exhibits the “map” habit. Before going straight to the approach he draws the overall approach first.

No.3. You also see here that the candidate tried to align the approach with me by asking my thoughts on it. As I just said on the previous comment, this is a great habit to have. Not only does it help reduce chance of going into the wrong direction in case interviews, but it also creates a good impression. Consulting interviewers love people doing it often!

Here we see a not-really-bad response that for sure could be much better. The candidate was going into the first branch of the analysis which is Revenue. I would fix this in 3 aspects:

First, even though we just talked about the overall approach, it’s still better to briefly set up the issue tree first then clearly note that you are going into one branch.

Second, this is not a must, but I always try to make my hypothesis as explicitly clear as possible. Here the candidate just implicitly made a hypothesis that the problem is on the revenue side. The best way to show our hypothesis-driven mindset is to explicitly say it.

Third, you hear this a ton of times in our End-to-End program but I am going to repeat it again and again. It is better to show the habit of aligning here too. Don’t just go into revenue, before doing that, give the interviewer a chance to agree or to actually guide you to Cost.

So, summarizing the above insights, my pitch would sound something like this:

“So as we just discussed, a profit problem is either caused by revenue or by cost. Unless you would like to go into cost first, let’s hypothesize that the problem is on revenue side. I would like to look deeper into Revenue. Do we have any data on the revenue?”

And while saying this, you should literally draw an issue tree and point to each as you speak.

There is an interesting case interview tip I want to point out here. Notice how the candidate responds after receiving two data points from me. He went straight into the next question without at least acknowledging the data received and also without briefly analyzing it.

I am glad that the candidate makes this mistakes… well, not glad for him but for the greater audience of this program. I would like to introduce to you the perfect habit of what you should react and do every time you have any piece of data during case interviews. So three things you need to do:

Step 1: Say … that’s an interesting piece of data. This helps the interviewer acknowledge that you have received and understand the data. This also buys you a little time. And furthermore, it’s always a good thing to give out modest compliments to the interviewer.

Step 2: Describe the data, how it looks, is there any special noteworthy trend? In this case, we should point out that revenue actually grew by more than 50%.

Also notice here that I immediately quantified the difference in specific quantitative measurement (in this case, percentage). Saying revenue went up is good, but it’s great to be able to say revenue went up by more than 50%.

Step 3: Link the trend identified back to the original case question and the hypothesis you have. Does it prove, disprove, or open up new investigation to really test the hypothesis? In this case, this data piece actually opened up new investigating areas to test the hypothesis that the bottleneck is within revenue.

My sample pitch for this step 3 would sound like this: “It’s interesting that revenue went up quite a bit. However, to be able to fully reject our hypothesis on the revenue, I would like to compare our revenue to that of the competitors as well.”

Then only at this point, after going through 3 steps above, I ask for the competitors’ revenue like the candidate did.

Notice here that I ended up asking the same question the candidate did. This shows that the candidate does have a good intuition and thought process. It’s just that he did all of these implicitly on his head.

In consulting case interview, it’s always good to do everything as explicitly as possible. Not only is it easier to follow but it helps show your great thought process.

… the rest of the transcript is available in our End To End Case Interview

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Case Interview: The Free Preparation Guide (2024)

The case interview is a challenging interview format that simulates the job of a management consultant , testing candidates across a wide range of problem-solving dimensions.

McKinsey, BCG and Bain – along with other top consulting firms – use the case interview because it’s a statistically proven predictor of how well a candidate will perform in the role. The format is not only used by management consulting firms. Other types of organizations – like tech companies, financial services institutions, and non-profits – often use case interviews to assess candidates who are interviewing for roles focused on shaping strategic initiatives.

If you’re preparing to face a case interview, you may be feeling a little apprehensive. The format is notoriously demanding and unlike any other type of recruitment assessment you may have experienced before. However, with the right preparation and investment of time and effort, it is possible to master.

In this guide, we break down everything you need to know about the case interview, outlining exactly what you need to do to prepare effectively and ace the case.

Key takeaways

• The classic case interview format follows the same steps that a management consultant would encounter on a client project. The interview is a little like a role-play where the interviewer plays the role of a client and the candidate plays the part of the consultant hired to solve the problem.
• Some firms occasionally deviate from the classic case interview format. Popular alternatives include written case studies – which require candidates to review paper documents and then prepare and deliver a presentation – and market sizing case interviews, which require candidates to estimate a number.
• Case interviews test candidates against a set of six problem-solving dimensions: structuring, math, judgment and insights, creativity, synthesis, and case leadership. The interviewer uses a scorecard to assess the candidate’s performance in each of these areas.
• Case interview questions can be about almost any type of challenge or opportunity. However, our research indicates that there are 10 types of questions that are asked most frequently at top consulting firms. These include questions on profit improvement, revenue growth, and market entry.
• To do well in a case interview, it’s vital to create custom interview structures that meet the conditions of the ‘AIM’ test. It helps to have a good working knowledge of key case interview frameworks, but this alone is not sufficient.
• A strong grasp of case math is also crucial when it comes to case interview performance. While only high-school level math skills are required, it’s an aspect of the case interview that many candidates find challenging.
• Successful candidates are able to summarize their findings effectively. They also demonstrate strong case leadership by progressing through the case proactively and remaining focused on its overarching objectives.
• To prepare for a case interview, it’s essential to learn every problem-solving skill that will be assessed. We teach all of these skills in our Interview Prep Course , which contains all the video lectures, sample interviews, case material, and practice tools you’ll need to ace any case interview.
• Most candidates who go on to receive an offer from a top consulting firm like McKinsey, BCG or Bain complete at least 25 live practice sessions with a partner before their interview. You’ll find over 100 high-quality cases in our Case Library and a diverse community of candidates available for practice in our Practice Room .
• Some candidates choose to supplement their preparation by working with a coach who has been an interviewer at a top consulting firm. Here at CaseCoach, our coaches have all been handpicked from the alumni of top firms such as McKinsey, BCG and Bain.
• Although the world’s top consulting firms all test candidates using similar methods, none of them approach the interview process in exactly the same way. If you’re preparing to interview at a top consulting firm, it’s important to do your research and find out what you can expect.

An introduction to the case interview

The case interview format, the classic case interview.

The vast majority of case interviews follow the same steps that management consultants encounter on real client projects.

• Brief: The interviewer gives the candidate a brief for the case. They explain the context in which the client is operating, and outline the challenge they’re facing.
• Clarification: The candidate then has the chance to ask clarifying questions. They might do this to ensure they’ve understood the context of the problem correctly or to confirm the client’s goals.
• Reflection: The candidate takes 60 to 90 seconds or so to reflect and lay out a structured approach to solving the case.
• Analysis: The candidate and interviewer then work through the case together, carrying out analyses and moving toward a recommendation. This is the part of the case where you’ll be handling numerical questions, reviewing exhibits, coming up with creative ideas, and so on. It comprises the vast majority of the time you’ll spend on the case.
• Synthesis: The case concludes with the candidate synthesizing their findings and making an overall recommendation to the client.

So what does this unique interview format look and feel like? In reality, a consulting case interview is a little like a role-play. The interviewer plays the role of a manager or client, and the candidate plays the part of the consultant hired to solve the problem. However, a case interview shouldn’t feel like a performance. The most successful candidates treat it as a natural conversation between two professional people.

In the video below you can see an example of exceptional case interview performance in action. The candidate and interviewer in the video are both former McKinsey interviewers.

Interviewer-led vs candidate-led cases

Although the classic case interview has an established format and assesses a specific set of skills, cases can be delivered in different ways. Some are more candidate-led, while others are more interviewer-led

In a candidate-led case, the candidate is in the driver’s seat and is free to explore different aspects of the problem. Interviewers don’t tell candidates what to focus on next. Instead, they provide additional information – like an exhibit or a new fact – when asked. The candidate then analyzes the information and suggests next steps to get to the answer.

In an interviewer-led case, the interviewer may interrupt the candidate and ask them to either perform a specific investigation or focus on a different aspect of the problem. This doesn’t mean the interview is going badly; the interviewer is simply following a script. As a result, in an interviewer-led case, candidates are less likely to take the wrong path.

It’s difficult to predict which style of case you’ll receive. Some firms are known for using one style of interview more frequently than another. However, in practice, most interviews fall somewhere between the two extremes, depending on the style of the interviewer and the case material they’re using. You should therefore always be ready to suggest next steps and have a view about how to get to the answer.

Other case interview formats

While the classic case interview is most common, there are a couple of other interview formats that top consulting firms use from time to time:

The written case study

Some management consulting firms use written case studies to simulate the experience of carrying out consulting work even more accurately than the classic, verbal case interview. In some locations, BCG and Bain have been known to adopt this approach for a small minority of candidates.

In written cases, candidates review a series of paper documents and then structure the problem, run some numbers, generate ideas and, finally, deliver a short presentation. You can learn more in our article on how to crack written case studies .

Market sizing case interviews

Management consulting firms and other employers sometimes use market sizing questions – also known as estimation questions – as a standalone interview format to assess candidates on a wide range of problem-solving dimensions.

In a market sizing interview, you’ll be asked to estimate a number. This might be something like the revenue of a sandwich store or how many ATMs there are in a certain city. The ability to size a market is also a skill required for solving many case interview questions. You can learn more in our article on how to nail market sizing case interviews .

Some key differences to expect

While case interviews are highly codified, it’s important to remember that every interview is unique.

In the final round of interviews, for example, cases may feel less scripted than they did in the first stage. Partners – who are part of the interviewing group in the final round – often use the same case for years at a time. This means they can deliver it without a script and, as a result, tend to give candidates more room to take the lead. You can learn more in our article on the differences between a first and final-round interview at McKinsey, BCG and Bain .

In addition, each firm or office might bring their own nuance or style to the classic case interview format. It’s important to do your research and find out what you can expect from the interview experience at your target firm or office. You can learn more in our article on how the interviews at McKinsey, BCG and Bain differ .

The skills assessed in case interviews

Case interviews are primarily about testing a set of problem-solving skills. The interviewer uses a scorecard to assess a candidate’s performance in the following dimensions:

• Structuring: This is the ability to break problems down into logical drivers. It’s most obviously required at the beginning of a case, where you can pause and take a moment to come up with an approach. But it’s also tested each time you have to consider a new aspect of the problem.
• Math: Most cases contain a quantitative component, such as estimation questions, break-even questions, or other calculations. To do well in this dimension, you need to lay out a clear and efficient approach, run calculations quickly and accurately, and then state their implications for the case.
• Judgment and insights: This dimension is about extracting insights from data, usually by interpreting information in a chart. Performing well in this area involves processing new information quickly, prioritizing what’s important, and connecting your findings to develop sound recommendations.
• Creativity: Cases often have a creative thinking component. Sharing numerous, varied and sound ideas – ideally in a structured way – can help you succeed here.
• Synthesis: This is all about wrapping up the case with a clear and practical recommendation, and delivering it convincingly.
• Case leadership: This dimension is about progressing through the case efficiently and staying focused on its objectives. Case leadership involves gathering facts effectively and building on new findings to develop a recommendation. It’s a particularly important dimension in candidate-led cases.

Questions to expect

If you’re preparing to interview at a top management consulting firm like McKinsey, BCG or Bain, you’re probably curious about the kind of case interview questions you can expect to receive.

To identify the most common case interview questions , we surveyed CaseCoach users who interviewed at either McKinsey, BCG or Bain for a generalist role in 2023. We found that of the 260+ case interviews reported by respondents:

• 20% focused on profit improvement
• 15% focused on revenue growth
• 12% focused on market entry
• 10% focused on cost cutting
• 9% focused on process optimization

These topics align with the typical challenges and opportunities faced by CEOs. Because the job of a management consultant is to help CEOs find solutions to these problems, it’s vital for candidates to demonstrate that they understand the issues behind these questions.

However, while there are some recurring topics, the context and nuances of each individual case mean that no two case questions are the same. Increasingly, firms are testing candidates on questions that fall outside of these recurring topics. One way they’re doing this is by focusing on non-traditional areas, like the public sector. If you’re interviewing for a generalist management consulting role, it’s therefore important to be ready for almost any type of case question.

If you’re interviewing for a role that’s focused on a specific industry or function, like financial services , you’ll likely be given a case focused on that particular area.

How to ace the case

Case interviews require you to think on your feet to solve a complex problem that you’ve never seen before, while being assessed against a number of problem-solving dimensions. Here’s what you need to do to rise to the challenge and ace the case:

1. Create case interview structures that meet the AIM test

Of all the case interview assessment dimensions, structuring is perhaps the most challenging, particularly for those who are just starting out. It requires candidates to propose a prioritized and insightful approach to the case that’s composed of a comprehensive set of independent drivers. Structuring plays a foundational role in the interview, setting the course for the entire conversation.

So, what does good case structuring look like? An effective structure should meet the conditions of the ‘AIM’ test. ‘AIM’ stands for:

• Answer-focused: The structure should identify the client’s goal and the question to solve. It should also provide an approach to answering that question.
• Insightful: The structure should be tailored to the specifics of the client or to the problem in question. You shouldn’t be able to apply it to another case of the same type.
• MECE: This is a well-known acronym among consultants. It stands for ‘mutually exclusive and collectively exhaustive’. In plain English, if a structure is ‘MECE’ it has been broken down into an exhaustive set of independent drivers.

2. Know key case interview frameworks

In a case interview, you’ll be asked to structure a variety of problems. There are a number of frameworks that can help you do this, whether the problem you’re structuring corresponds to a common case question or a different topic entirely:

Business frameworks

You can use established business frameworks to craft custom structures for the most common types of case questions. These include frameworks for mastering profitability questions , answering revenue growth questions and nailing market sizing questions .

Academic frameworks

For unusual case questions that don’t relate to an obvious business framework, it can be helpful to draw on an academic framework like supply and demand, ‘the three Cs’, or Porter’s Five Forces. You can learn more about all of these in our ultimate guide to case interview frameworks . The article includes other business and academic frameworks that you can use to craft custom structures for case questions.

Logical frameworks

Finally, logical frameworks can help you look at the big picture in order to structure your approach. These options can be particularly useful when you’re faced with an unusual case question that doesn’t lend itself to a business or academic framework. Some examples of logical frameworks include:

• Structuring with equations: This approach is most helpful for quantitative case questions. Listen out for introductions that focus on a number. These cases can often be broken down into an equation and then structured along its variables.
• Structuring based on hypotheses: This approach is most helpful for structuring qualitative cases. It involves laying out what you most need to believe in order to validate a specific recommendation. These beliefs form your set of key hypotheses, which you then test as you progress through the case.
• Structuring with root causes: This approach works well for structuring cases that require identifying the reasons for a problem. It involves laying out its potential causes in a way that is mutually exclusive and collectively exhaustive (i.e. MECE).

How to apply these frameworks

While business, academic, and logical frameworks can be helpful when it comes to structuring a problem, learning how to use them correctly is a skill in itself. Simply applying a framework to a case interview question in a ‘cookie-cutter’ fashion is not enough. To impress your interviewer and pass the AIM test, your structure will need to be heavily tailored to the situation at hand. In fact, many case questions can be best answered by combining different frameworks.

Ultimately, interviewers want to understand how your mind works and see you think on your feet. You’ll therefore need to demonstrate that you can propose a custom case interview structure to any question.

3. Be comfortable with simple math

Management consulting firms expect you to navigate mathematical problems confidently and reliably in case interviews. Regardless of your academic background or past experience, you’ll need to be able to set an approach to solve the problem, perform calculations quickly and accurately, and state the implications of your solution.

The good news is that you’ll only be required to demonstrate a high-school level of math skills in case interviews. However, with no calculators allowed and an interviewer looking over your shoulder, it’s natural to find this aspect of the experience a little intimidating.

So, what can you expect from case math? The problems you’ll be asked to solve may take the form of straight calculations, exhibits that require calculations, word problems, and estimation questions.

To do well in this part of the case interview, you’ll need to have a strong understanding of:

• The four operations: addition, subtraction, multiplication, and division
• Key math concepts such as fractions, percentages, and weighted averages
• Business math concepts such as income statements, investments, and valuations

To stand out to your interviewer, you’ll also need to work through math problems confidently and efficiently. Here are our top tips for doing this:

• Keep track of zeros: Case questions often involve large numbers, sometimes in the millions or even billions. Keeping close track of your zeros is therefore crucial. We recommend either counting the zeros in your calculation, using scientific notation, or assigning letter units to zeros.
• Simplify your calculations: This will help you work through problems quickly and efficiently while reducing the potential for mistakes. One way of simplifying calculations is by rounding numbers up or down to make them more ‘friendly’.
• Memorize frequently-used fractions: Some fraction values are used so frequently in case math that knowing them – along with their percentage value and decimal conversions – can save you significant time. We recommend memorizing the fraction and corresponding percentage and decimal values of 1/2, 1/3, all the way through to 1/10.

You can learn more in our guide to mastering case interview math .

4. Summarize your findings

Synthesis is a key skill assessed by interviewers, predominantly at the end of a case interview. You need to provide a clear and sound recommendation that answers the overall question convincingly. You must also describe the key supporting points that informed your recommendation and then outline any further steps you would advise the client to take.

When it comes to concluding cases effectively, this four-step framework can be extremely helpful:

• Quickly play the case question back to your interviewer.
• Answer the question directly and briefly by distilling your response into a single sentence, if possible.
• List the points that support your conclusion.
• Outline the next steps that you recommend to the client.

You can learn more in our article on how to conclude a case study interview .

5. Bring it all together with strong case leadership

Case leadership, more than any other dimension, will give your interviewer an indication of how independently you could handle your workstream as a consultant. It’s a particularly important skill in candidate-led cases, where you’ll set the course of the discussion without the interviewer steering you in a particular direction.

Demonstrating strong case leadership means progressing the case efficiently and staying focused on its overarching objectives. Using a ‘tracker page’ to capture your structure and organize your notes throughout the case will help you in this regard.

Another aspect of case leadership is gathering facts effectively. This includes making reasonable assumptions, requesting missing information, and asking probing questions.

Finally, you’ll be expected to build on new findings to develop your recommendation, adapt your approach, and suggest next steps.

Effective case leadership is all about showing your interviewer that you have a strong command of the problem-solving process. After investigating each key driver in your structure, you need to be able to articulate where you are in your overall approach to solving the problem, and what the next steps should be.

To do this, we recommend using a five-step process to handle every kind of analysis you conduct during the case, whether you’re responding to a numerical question, the data in an exhibit, or something else.

Here’s what that five-step process looks like:

• Set your approach. Define what you’re going to do upfront. It’s particularly important to be explicit here, especially if the analysis is in any way complex or ambiguous.
• Conduct your analysis. Your approach here will vary according to the kind of question you’re working through.
• State your findings. You may also want to make a note of your findings on your tracker page.
• State the implications of your findings. Explain how they impact both your answer to the question and the client’s broader goal.
• Suggest next steps. Your findings will sometimes change how you want to approach the rest of the case. This may mean altering your initial structure and editing it on your tracker page.

6. Be your best on the day

When the day of your interview comes around, you’ll want to be at your very best. But what exactly does this mean?

First, you should present yourself in a professional manner. It goes without saying that you should arrive on time but, ideally, you should plan to arrive early. You should also come equipped with the right material: a pen, squared A4 or letter-size paper pad, and copies of your resume. It’s also vital to dress appropriately for the occasion. Usually, this means wearing formal business dress, but this means different attires in different locations. We recommend doing some research to find out what consultants wear at your target firm and office.

To be at your best on the day of your interview, you must be well rested. Sadly, tiredness is one of the most common reasons for underperformance in consulting interviews. The day before is not the time to cram in further preparation. Instead, aim to have a quiet day and to get plenty of sleep at night.

Ultimately, consulting firms want to hire people who can represent the firm and interact with clients at every level, from the shop floor to the C-suite. Successful candidates treat the case interview as an opportunity to play the role of a management consultant advising a client (i.e. the interviewer). This means exhibiting a great deal of confidence and credibility, together with effective communication and an engaging attitude. It’s vital to stay focused on the overall problem and to drive the resolution of the case while being receptive to the interviewer’s input.

There are a lot of balls to juggle in a case interview, with the added pressure of a potentially life-changing outcome, but successful candidates don’t let their nerves get the better of them. We’ve provided some helpful hints and tips in our article on handling the stress of consulting interviews .

Being your best on the day of your interview requires extensive preparation. It means mastering each dimension of the case interview scorecard to the extent that the skills become second nature to you. It also means completing sufficient case practice to be able to focus on the big picture of the case you’re solving, rather than on simply demonstrating a set of skills.

How to prepare for case interview success

Delivering a standard of performance worthy of an offer from a top firm requires extensive case interview prep. In our experience, most successful candidates invest around 60 hours – or 10 hours each week over a six-week period – in their preparation. Failing to put this effort in is among the most common reasons why many candidates are unsuccessful.

Here’s what effective case interview preparation involves:

Learning the skills

In a case interview, your performance is assessed against a set of common problem-solving dimensions. To recap, these are structuring, math, judgment and insights, creativity, synthesis, and case leadership. It’s important to:

• gain a precise understanding of the expectations on each of these skills
• learn the techniques that will allow you to meet these expectations
• practice until your performance meets the required standard

We teach all these skills in our Interview Prep Course . In our bite-sized video lectures, we map out each of the key skills assessed in a case, and explain what you need to know to demonstrate each skill. We also share our tips on how to improve in each dimension, going above and beyond the advice we’ve included in this article.

In addition, our Interview Prep Course includes many more sample interviews that show real candidates – who went on to join top consulting firms – solving cases. Former consulting interviewers explain what the candidates did well on each dimension and where they could have improved.

Math is a critical prerequisite to handling cases and is something you should be comfortable with before you begin practicing. Our Case Math Course – provided as part of the Interview Prep Course – will help you brush up your skills. It contains 21 video lectures that cover everything you need to know, including the four operations, key math concepts, our pro tips, and business math.

After watching all our Interview Prep and Case Math video lectures, we recommend heading to the ‘Drills’ area of CaseCoach, where you can start practicing specific skills. Drills are interactive exercises that pose rapid-fire questions and provide instant feedback. They help you build your skills and confidence in specific case dimensions quickly, allowing you to make the most of your live case practice with partners. Our Interview Prep Course includes a comprehensive set of drills in four key areas: structuring, calculation, case math and chart interpretation.

When it comes to succeeding in a case interview, nothing beats live practice with a partner. Most candidates who go on to receive an offer from a top consulting firm like McKinsey, BCG or Bain complete at least 25 live practice sessions before their interview.

To practice live cases with a partner, you’ll need access to both case material and practice partners. In our Case Library , you’ll find over 100 cases – complete with solutions – developed by former management consultants. You can download eight of these cases right away by creating a free CaseCoach account. You’ll find a diverse community of fellow candidates who are all available for case interview practice in our Practice Room , where we facilitate over 3,000 practice sessions a week.

You can learn more in our article on how to practice case interviews .

Working with a coach

Some candidates choose to supplement their preparations by working with a consulting interview coach who has been an interviewer at a top firm.

These coaches have the skills and experience to gauge your level of performance and help you identify your areas of strength and weakness. They can also provide you with accurate and helpful feedback on your case-solving skills. This insight can help you accelerate your preparation and improve your performance. Getting used to interviewing with a professional should also help to reduce the stress of the consulting interview experience.

Here at CaseCoach, our coaches are all former consultants and interviewers who have been handpicked from the alumni of top firms such as McKinsey, BCG and Bain.

Do your research

Although employers who use case interviews all test candidates using similar methods, none of them approach the interview process in exactly the same way.

For instance, if you expect to interview with McKinsey, Bain or BCG, it’s helpful to know that these firms all give cases of similar complexity. However, there are some key differences. For example:

• Bain has been known to use estimation questions, such as market sizing, in interviews for its most junior (i.e. Associate Consultant level) roles.
• BCG and Bain occasionally use written cases.
• When it comes to the ‘fit’ interview, McKinsey uses its Personal Experience Interview format, while most Bain offices now use a ‘behavioral interview’ . Only BCG consistently uses the classic fit interview format .

Other differences include the number of rounds of interviews each firm conducts, and their preference for using interviewer-led or candidate-led cases. Wherever you interview, it’s vital to do your research and find out what you might be able to expect.

When it comes to getting ready for the case interview, knowing what you will be assessed on, learning how to succeed, and having access to the best practice resources can all go a long way. Now, you need to put in the hard work and prepare! Good luck.

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Crafting Cases

Case Interview Examples: The 9 Best in 2024 (McKinsey, Bain, BCG, etc.)

February 7, 2024 By Julio Tarraf

Today I’m gonna show you a curated list of the 9 VERY BEST Case Interview Example videos from all around the web.

So you don’t have to go through the same pains I did back when I was preparing:

• I watched TONS of videos on YouTube, but most of my time was WASTED because many weren’t helpful at all.
• I couldn’t tell which cases were realistic and which were unrealistic, or which were hard and which were easy.
• I couldn’t even tell whether each answer by the candidates was good enough to pass the interview or not (my best proxy was their confidence, which I later found was NOT a good proxy).

So that brings us to this article.

What's in for you:

Every hour you spend on the examples in this article is the equivalent of spending 3-5 hours browsing YouTube on your own, reading Case in Point, or going through piles of casebooks.

This article is the result of...

24 of those videos didn’t make it to the list: they were  a mix of poorly recorded, unrealistic and even   misleading .

I curated just the best so you wouldn’t have to waste your own 20+ hours to find them.

Table of contents:

• #1. Playworks market entry  [Best for beginners]
• #2. Agricultural chemicals product launch [Advanced candidates only]
• #3. A+ Airlines’ reaction to competitor’s change
• #4. Auto manufacturer profitability decrease  [Best profitability case]

#5. Swift fox population decrease

• #6. Bed and Bath e-commerce acquisition  [Best for solo practice]

#7. FlashFash acquires LaMode

#8. medical supplies manufacturer demand decrease.

• #9. Pepsi’s LA bottling plant
• #10. 1930’s gangster growth strategy

#1. Playworks market entry

• Easy case, with one Estimation, one Quantitative Analysis, and one Chart Interpretation questions within. Overall, good to practice and to get a feel for case interview dynamics
• You can’t see the Exhibit the candidate is shown, but you can find it in this link provided by Yale SOM Consulting Club  (go to page 9)

CANDIDATE’S PERFORMANCE

• Stellar framework, touching on all relevant issues and showing a plan to solve the problem from beginning to end
• Great job performing a spontaneous reality check to his estimation
• I would expect more reasoning behind some of the key assumptions (# of high schools and colleges in the US). He was, however, close to the real values – his background as a teacher could have played a role, but as an interviewer I would still have needed to see his reasoning behind those numbers
• Big mistake inadvertently converting square yards to square feet (~10x difference in final answer) combined with math confusion within the Estimation and inefficiencies in Analysis: his analytical skills would have to be tested more thoroughly in a third interview or in a next round

The next case is mostly useful for its framework question.

It’s a high-quality, nuanced case question, similar to the ones you’ll get in McKinsey, Bain and BCG interviews.

The problem with this case is…

It requires either a well-structured answer or a ton of business sense, and the candidate solving it had neither.

As a result, he missed so many great insights, which made the video poor where it could have been rich for those who are practicing: business insight.

To spice up your practice, I’ll list those insights after the video under a spoiler alert, so you can add them to your own business sense library.

Given all of this, I would recommend this video for advanced candidates only .

(To understand what elements a perfect answer would need and how to create one for any case, check out our free course, Case Interview Fundamentals.)

#2. Agricultural chemicals product launch

Product launch

Candidate-led

• Tough case. Full of nuance, and suitable for an MBB first-round (perhaps even for a final-round).
• The analysis at  26:15  is a tough one, great practice for advanced students looking to improve their quantitative skills. Don’t forget that  you need to provide an insight after getting to the numerical answer.
• Right from the start, you can see that you’d need to (1) size the financial benefits orchards would get from using your product and (2) run viability and pricing analyses. The candidate fails to see this until the interviewer suggests it.
• The candidate missed several other important insights which would have been impressive. Can you spot any? Read them below, under the spoiler alert.

As I said, I’ll quickly go over the insights this candidate missed, as I think they could greatly add to your business sense library.

1) The one and most important is the pricing and viability analysis.

• One of the first questions that need to be answered when solving this case is, “what’s the size of the financial benefits of this product to the buyer, how much can we capture of it, and does it covers the manufacturing and distribution costs?”.
• The reason is simple: this analysis can be run entirely on data we most likely have (from research while developing the product), and it will quickly tell us if the product isn’t viable or if we need a strategy pivot.
• When guided, the candidate eventually runs this analysis, but the fact that this isn’t even explicit in his initial structure is still a red flag.
• Here’s what I would expect from a top-2% candidate. This analysis should have been outlined in the initial structure, along with a quick brainstorming of how this product might bring increased profits for the buyer.

2) There are several other potential sources of increased ROI that the launch of this product could yield that he didn’t even consider:

• Cross-selling opportunities to these same clients, once we’re selling Mango Maker to them.
• The possibility of selling this product in several other countries (thus potentially decreasing the costs of production with scale gains.)
• The possibility of selling this product to producers of other tropical fruits (to his credit, he did mention this when pressed, by the end of the video).
• The possibility of acting towards increasing the patent duration.
• The possibility of having some cash flow from the product after the patent expires.

The key to getting to those insights would have been to build a more robust initial framework. More business sense would help for sure, but  structuring techniques  are more feasible to practice and develop.

Lastly: the interviewer says, by the end of the video, that the interviewer would pass his first-round MBB interview with this performance. I do not agree with her.

While it is possible that his interviewers would pass him and let partners decide whether or not he’s suitable for the firm, the risk is just too high.

Some interviewers might pass him, but many others definitely would not.

Before we move on…

Did you know there are ONLY 6 types of questions an interviewer will ask you in a case?

Join our FREE 7-day case interview course to…

• Learn what these six types of questions are…
• Get step-by-step approaches to answering them…
• And get several in-depth examples taylored for solo practice.

Now to the next video…

Yale SOM Consulting Club and Elaine Dang deserve congratulations on the two videos they made.

It’s super high quality work. 

Both of their video examples are similar to real case interviews in format and content, and they’re even superior to some made by case interview prep websites.

#3. A+ Airlines' reaction to competitor's change

• Questions and difficulty realistic for McKinsey, Bain, or BCG
• A real case might have more Brainstorming questions within the case
• Negative: you can’t se the exhibits the candidate is shown
• Great: all of her answers were backed by at least one layer of structure
• Insights provided after calculating every new number, which is super important  (learn more)
• She did a good job keeping the interviewer on board by doing her math out loud at all times
• One thing she could’ve done better was to not constantly come back to the “cash tied up in the cash box” idea – she should’ve tested it once and definitively as to whether that is relevant or not (it isn’t) – a partner would have certainly challenged her on that

Featuring next: me reviewing my own video from a neutral point of view.

Yes, I know that can’t possibly be unbiased.

But here’s why I think this video will get you ahead of other candidates and why you should ABSOLUTELY NOT miss out on this :

• The case comes nearly straight from my own Bain final round.
• My question in the end is difficult (even for McKinsey, Bain or BCG’s standards), and Bruno’s answer is impressive.
• Bruno’s solution is not perfect, and this gives us both an opportunity to openly discuss how it could’ve been better by the end.

#4. Auto manufacturer profitability decrease

• Average-difficulty profitability case in the first half, and a difficult question at 15:44
• Full realistic drill-down to find the real root cause of the problem, which is a common thing in case interviews that you’ll only find in this video
• Bruno should have presented his answer as a plan before diving into the profit tree , which is an advanced skill that makes you sound more like a consultant and less like a candidate
• Efficient and organized drill-down in the profit tree, a must-master habit for all candidates
• Super insightful answer to the second question because it shows second-order level thinking

If you’re mainly looking to improve your performance in profitability cases, there are two pieces of content worth checking out:

• This video: 5 Tactics To Stand Out In Your Profitability Case Interviews
• And this article, the state-of-the-art in profitability trees: Profitability Trees: The Complete Guide

What I love about the next case is that the first question is on diagnosing a client’s issue, but it’s not a profitability case.

It’s actually a public sector case!

Most beginners think you only use issue trees and drill-down analysis when solving a profit problem, but as you’ll see in this case, this is not true at all.

The candidate’s answer is good, so you can compare your own answer to his.

• This is a difficult, realistic diagnostics case, great for advanced candidates to step up their practice with hard cases
• You are not shown a critical exhibit the candidate gets in the middle of the case, making it unsuitable for practice from then on
• The candidate’s initial structure is insightful because it breaks down the population problem into its key drivers
• The insights the candidate provided on the exhibits are spot-on, but I would expect next-steps after the conclusions (e.g. after 10:33 , he could have said  “And to figure out whether this really is the cause of the population decrease, the next thing I would do is…” )
• But he doesn’t make the same mistake twice – at 23:20 , he gets to a number the interviewer asked and, this time, he leads the case perfectly: he comes up with a conclusion (the insight), and then proactively leads the case with next steps

The next video is THE SINGLE BEST in this list for solo practice.

You will see Bruno’s reaction to challenges most people only face in their actual interviews. Mock interviews hardly prepare you for this at all:

• How should you react when an interviewer asks you for more ideas after you’ve given everything you have?
• What do you do when your interviewer asks for a recommendation having given you nearly no data?

Go ahead and see for yourself.

(And how would a real candidate do in this case? I interviewed a candidate with this very same case and recorded it so you could see for yourself. )

#6. Bed and Bath e-commerce acquisition

• Pay special attention to how I made spontaneous challenges to Bruno after his answers. Most mock interviews, even with consultants, don’t have that. So candidates end up getting surprised by them in their actual interviews. You might even want to show this to your peers so they’ll do more realistic mock interviews with you
• In 9:00 I challenge Bruno to see if he’s sure whether customer loyalty was good (higher customer lifetime value) or bad (harder to increase market share) for the acquisition
• In 16:22 I challenge Bruno to find even more ideas other than the ones he had already given
• Due to being interviewer-led AND having great benchmark answers, this is the best video in this list for solo practice
• Super structured brainstorming, which showed me he would not leave any important area behind and helped him give me a ton of creative, insightful ideas
• Insightful framework answer (e.g., 99% of candidates would not talk about whether running this business would be attractive to the friend, much less in depth like he did)

The next case is one of the unmissable videos in this list for two main reasons.

Number one, the candidate’s answers are great, good enough to be benchmarks to your own.

Number two, it’s a difficult M&A case (which is not as exciting as watching the last Avengers movie, I get, but still…).

• Realistic, challenging interviewer-led case for McKinsey, Bain and even BCG (as some interviewers there have been doing this type of case recently)
• Quality answers make it great for solo practice
• Insightful, well-built framework, definitely a benchmark
• Notice how the candidate shows his structure for the quantitative analysis before diving into the math – that’s a great habit you definitely want to copy

I chose this next video mostly due to the quality of the initial case question. Here’s why.

Most profitability cases in casebooks are simple: “industry Y, profits fell. Why?”

But the truth is, in real MBB interviews, the case question almost always has more nuance than that.

That’s what this next video’s initial case question shows.

Just a quick heads up: I would not pass this candidate, as I wasn’t a fan of his initial structure nor of his business sense in general. Your initial structure should be more robust than his.

Profitability

Below average

• The nuances of the case question make it a realistic one for MBB first-round interviews.
• This case could be way more interesting and insightful if the candidate had followed a different path, like finding different sources of revenue, different segments they could cater to at a higher price point, or new markets they could enter with the resources they have.
• Your answers to the initial case question and to all the other brainstormings in the case could (and should, if you’re aiming for the moon) be 5X more robust than this candidate’s. Don’t base your answers off his.  (Learn how to create robust brainstorming structures here.)  
• The analysis he performs is good, structure and communication-wise.
• Great insight that buyers’ price sensitivity would be driven by the switching costs if there were any ( 19:30 ) 

The next video shows an operations case example.

It’s a wonderful use of process structures to diagnose an issue on production line.

I don’t really like its style for practicing for two main reasons.

First, it just doesn’t have the right tempo for you to pause and practice and then compare answers. 

Second, the comments in the middle break the flow.

Nothing wrong with those comments. They’re actually helpful.

The problem is they make this video good for learning a few new concepts, watching a good structure put to use, but not really to practice by yourself.

If you’re an advanced candidate and your practice is up to date and you’re  just looking to learn something new, jump right in.

#9. Pepsi's LA bottling plant

• Only one person playing the interviewer’s and the candidate’s roles, which doesn’t give you an idea of how the case would flow
• Difficult case, great case for advanced candidates to increase their experience/library
• Not really tailored for you to pause and solve at each moment, doesn’t have a good tempo for that
• “Candidate’s” structure at 5:34 is a great example of a process structure put to use in diagnostics cases
• Super insightful brainstorming at 14:50 , with at least one idea you most likely wouldn’t think of

Want to learn to solve cases like the best interviewees in these videos?

Here’s the deal: you can watch as many of these great videos as you want, but they will only help you up to a point.

They’ll help you understand what a case interview is like…

And if you try to answer the questions as you watch them, these videos will even help you get some practice…

But examples of case interviews will never teach you HOW to do cases well.

And if you want to be outstanding at solving cases so that firms like McKinsey, Bain, or BCG are begging you to accept their offers, we have something for you!

We’ve created a free course that will teach you EXACTLY HOW to answer the 6 (and only six!) types of questions you will find in ANY case interview.

(You can even go back to ALL the questions asked within the 9 examples of this article… You’ll see that each of them can be answered using one of the six techniques.)

Just click the button below to get exclusive access:

Join the FREE course now!

Now, you might be asking yourself: is this even worth my time?

I get that! There’s so much content out there, and so little time to practice.

Well, here’s the kind of e-mail we get from candidates all the time… It speaks for itself:

Bonus video!

In the beginning of this article, I told you there’d be a video by the end that didn’t make it to the list.

It’s  not that good to make it to a “best of” list. 

Still, I want to add it as a bonus, as it will add value to you in its own way.

#10. 1930's gangster growth strategy

But first, a word of warning... .

This video has a comment that could be misleading. Do NOT watch it without reading the comments.

Sometimes the greatest lessons come from mistakes. This is one of those times.

There’s a comment in the video in which the interviewer suggests that a necessary step in every case is “getting to” a chart.

This gives candidates two false impressions:

False Impression #1) There is a chart in every case, and your goal as a candidate it to “get to it”.

False Impression #2) If your interviewer has given you all the charts they had, you’ve done a good job!

Your goal as a consultant is to find the relevant hypotheses to solve the problem in a structured way and to test them with data.

If you do that, you will have done a great job, and your interviewer may or may not have given you a chart along the way.

This is true for interviews and the consulting job alike!

• Interesting case, as it’s a growth strategy in an unusual “industry”
• It is one of the few cases available online that let you practice Chart Interpretation questions, a common type at McKinsey, Bain and BCG
• Unfortunately, it gives the impression that “getting to all the charts” is the overarching goal of solving a case
• In the first Chart Interpretation question, the candidate missed a critical insight: that they already have 100% market share in all markets.  While the interviewer downplays it , it was a big foul that would be hard to recover from in a real interview
• The candidate provided insight after reading each exhibit – good job. However, he’d never proactively give clear next steps, which is what a well-prepared candidate would do
• If you’re practicing by yourself, remember not to use this candidate’s answers as a quality benchmark

I hope this article was helpful to you 🙂

If it was, I think you’ll also enjoy our free course.  Check it out for yourself by clicking here .

What Is a Case Study?

What is a case study interview, how to prep for a case study interview, case study interview example questions, during the case study interview.

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Table of Contents

A case study interview isn’t your average interview. While most interviews ask you to give examples of how you use your skills on the job, in a case study interview, you’ll use those skills in front of the interviewer to solve a real-life problem.

It’s like auditioning for the school play. But instead of showing you can sing and dance, you’re using a case interview to show how you provide innovative solutions to pressing business problems. Not sure how to get ready for this kind of interview? We’ve got you covered. This guide explains how to prep for a case study interview.

Case studies are used across a variety of industries — everything from business to medicine. They are an in-depth examination, analysis, and critique of a real-world scenario the company experienced. People discuss the situation and explore what they learned while forming new solutions to try when they face a similar situation in the future and hope to improve their performance.

For example, doctors and nurses use case studies to improve how they diagnose and treat patients. Using real patient information, the medical team analyzes the case to see what the team may have missed and why they missed it. Learning from these errors helps the team better prepare for similar cases in the future to improve patient care.

While many industries use case studies to iterate and improve their performance, not every company uses case study interviews. This type of interview is very common at consulting companies (no matter what kind of consulting it is). But it’s not unusual for companies outside of consulting to use case interviews for marketing or operations roles.

In a case study interview, you’re given a real-world situation the company has faced and are tasked with analyzing it and suggesting a course of action.

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Skills you’ll build: Prioritizing, planning, data analysis, error spotting, communication, strategic thinking

Businesses use case study interviews to assess your abilities in real-time. While you’ll probably draw on a variety of skills, most case study interviews assess:

• Strategic thinking
• Analytical skills
• Common sense

The advantage of a case study interview is that the interviewer can evaluate your ability in each of these areas and see how you’ll actually use them on the job.

What Is a Fit Interview?

Some people use “case study interview” and “fit interview” interchangeably. While a fit interview and a case study interview both ask behavioral interview questions , they are not the same thing.

A case study interview assesses your ability to do the job. It primarily evaluates how you approach business problems and use your skills to solve them. A fit interview is about company culture fit. The interviewer asks questions that assess how well you’ll fit into the company, like asking you questions about what motivates you or how you lead .

Fit and case interviews are important parts of the evaluation process. Getting the job done is just as critical as getting along with coworkers and supporting the company’s mission. Depending on where you interview, you may have one fit interview and one case study interview, or the fit interview may be a smaller part of the case study interview.

What You’ll Learn in a Case Study Interview

A case study interview allows the hiring manager to see your skills in action and how you approach business challenges. But it also teaches you a lot about the company (even if you’re doing most of the talking).

In a sense, you’re behaving as an employee during a case study interview. This gives you a peek behind the curtain, allowing you to see the company’s inner workings, like how they approach business problems and what they expect from you and your performance.

For example, you may offer a novel approach to solving a problem during a case interview. How does the interviewer react to it? Are they impressed? Surprised? Is there a scowl or frown on their face? Their reaction gives you insights into how the company will likely receive your solutions.

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Skills you’ll build: Critical thinking, creativity, brainstorming

Depending on the specific company, you may have the case study interview questions in advance, but you may not. Whether you do or don’t, here’s how to prepare for a case study interview.

Conduct Deep Research

Good interview prep for any interview means researching the company. That includes things like learning more about the company’s mission and the challenges the industry faces. But when you’re preparing for a case study interview, your research needs to go deeper. 

When you answer a case study question, your answer has to be specific to the company’s clients or business objectives. For example, if you’re interviewing for a role in strategy consulting , your answer shouldn’t focus on aspects of human resources consulting (unless it’s particularly relevant).

Your research needs to include the kinds of clients the company works with and what types of problems the company solves. For example, the company may only consult for Fortune 100 companies that need accounting advice. Keep these facts in mind as you prepare for the interview.

Case Study Interview Formats

There are four types of case study interview formats:

• Candidate-led: The interviewer asks you a specific question (or gives you a prompt), and you walk the interviewer through a detailed answer.
• Employer-led: The interviewer leads you through a series of specific (and predetermined) prompts and questions, no matter your answers.
• Presentation: You’re given a problem in advance to create and present a detailed case study.
• Video: Similar to a presentation case study interview, you’ll create a video presentation of the case study.

Most companies will tell you in advance which style of case study interview you should prepare for. But if they don’t, reach out to your recruiter or check the company’s website. Many include the essential details you need to prepare for the case study interview.

Seek Out Company-Specific Tips

Speaking of companies and their websites, not only do many companies that use case study interviews tell you the format, they often include helpful tips and tricks to help candidates prepare. This includes what to expect, what the company is looking for skill-wise, and what kinds of responses they want. They may even have a few practice questions and videos you can use to help you prep.

Unlike other common interview questions , it’s not as easy to prepare an answer to case study interview questions. Even though you know it’s a case study interview, you don’t necessarily know the specifics of the case or what problems you’ll be asked to solve.

Cybersecurity

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Skills you’ll build: Risk management frameworks, cause analysis, risk impact assessment, system security

That said, it’s likely your case study interview questions will cover one or several of these concepts:

• Entering new markets
• Increasing profits
• Cutting costs
• Turnarounds
• Mergers and acquisitions
• Pricing strategy
• Developing new products
• Industry analysis
• Competitive response

While there are many ways to answer case study interview questions, a few basic prep tips can help you get ready for every question.

In addition to what you usually bring to a job interview , make sure you bring a notepad and pen or pencil to a case study interview. Taking notes will help you better understand the questions and formulate your answers. It also gives you a place to calculate numbers and figures if you need to. Not every case study interview allows calculators, so you’ll need to be ready to do your calculations manually.

Ask Specific Questions

As you’re working through the case study, you can and should ask any clarifying questions you need. The interviewer wants to hear specific, detailed answers that solve the problem. So, whenever you’re unclear, ask a follow-up question to not only get what you need but to give the interviewer what they need. 

That said, your question(s) should be very specific. You need to verify exactly what the interview is asking so you can create an appropriate answer. Say the interviewer gives you a broad question: The client’s revenue is falling. How do you help them increase it? You can follow up with a very specific question or two to make sure you understand what the interviewer is asking:

You’re asking how I would help the client raise revenue, correct? Are you also asking how I would help them increase their profit and cut costs?

>>Related: 5 Top Questions to Ask in an Interview (and Why You Should Ask Them)

Talk Them Through It

A big part of the case study interview is seeing you in action. However, in this case, “see” really means “how you think.” Since the interviewer can’t hear your inner monologue, you’ll need to practice thinking out loud.

While the interviewer wants to hear your solution, they also want to hear how you got there. That means talking through your entire thought process. Instead of saying, “I’d do X,” you have to explain how you arrived at your decision while you’re getting there.

Because not everyone thinks out loud, it may feel unnatural to you, and you likely won’t be expected to do it on the job. But it’s crucial to practice this skill — and it is a skill — because the interviewer is expecting you to do it in a case study interview.

Want to give a case study a shot? Try out a Forage consulting virtual simulation program and gain the skills you’ll need to ace a case study interview.

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Related Posts

Interview angst here’s what not to say in an interview, how to prep for consulting interview questions, 22+ financial analyst interview questions (and answers), upskill with forage.

Gain job skills you can talk about in interviews.

• The 1%: Conquer Your Consulting Case Interview
• Consulting Career Secrets
• Cover Letter & Resume
• McKinsey Solve Game (Imbellus)
• BCG Online Case (+ Pymetrics, Spark Hire)
• Bain Aptitude Tests (SOVA, Pymetrics, HireVue)
• Kearney Recruitment Test
• BCG Cognitive Test Practice
• All-in-One Case Interview Preparation
• Industry Cheat Sheets
• Structuring & Brainstorming
• Data & Chart Interpretation
• Case Math Mastery
• McKinsey Interview Academy
• Brainteasers

Case Interview Examples (2024): A Collection from McKinsey and Others

Last Updated on January 11, 2024

Whenever you prepare for case interviews, you have to practice as realistically as possible and mimic the real case study interview at McKinsey , BCG , Bain , and others. One way to do this and make your preparation more effective is to practice real cases provided by the firms you apply to.

It will help you to understand what the differences are across firms, how they structure and approach their cases, what dimensions are important to them, and what solutions they consider to be strong.

Below is a steadily expanding selection of real case interview examples provided by different management consulting firms.

Before wasting your money on case interview collection books that use generic cases, use original cases first. Additionally, use professional case coaches, who interviewed for the top firms , to mimic the real interview experience and get real, actionable feedback to improve.

Please be aware that cases are just one part of a typical consulting interview. It is equally important to prepare for behavioral and fit interview questions .

McKinsey Case Interview Examples

• Loravia – Transforming a national education system
• SuperSoda – Electro-light product launch
• GlobaPharm – Pharma R&D
• Bill & Melinda Gates Foundation – Diconsa financial services offering
• Beautify – Customer approach
• Shops – DEI strategy
• Talbot Trucks – Electric truck development
• Conservation Forever – Nature conservation

We have written a detailed article on the McKinsey application process, the McKinsey interview timeline, the typical McKinsey case interview, and the McKinsey Personal Experience interview here . You can expect similar cases regardless of your position (e.g. in a McKinsey phone case interview or interviewing for a McKinsey internship as well as a full-time BA, Associate, or Engagement Manager role).

Boston Consulting Group (BCG) Case interview Examples

• Consumer Goods – Climate strategy
• Banking – Client satisfaction
• Consumer Goods – IT strategy
• Chateau Boomerang – Written case

Bain and Company case interview examples

• NextGen Tech
• FashionCo .

Ace the case interview with our dedicated preparation packages.

Deloitte Case Interview Examples

• Federal Agency – Engagement strategy
• Federal Benefits Provider – Strategic vision
• Apparel – Declining market share
• Federal Finance Agency – Architecture strategy
• MedX – Smart pill bottle
• Federal Healthy Agency – Finance strategy
• LeadAuto – Market expansion
• Federal Bureau – Talent management

Strategy& Case Interview Examples

• Strategy& tips and examples  (case examples included )

Accenture Case Interview Examples

• Accenture interview tips and examples (case examples included )

Kearney Case Interview Examples

• Promotional planning

Roland Berger Case Interview Examples

• Transit-oriented development Part 1
• Transit-oriented development Part 2
• 3D printed hip implants Part 1
• 3D printed hip implants Part 2

Oliver Wyman Case Interview Examples

• Wumbleworld – theme park
• Aqualine – boats

LEK Case Interview Examples

• Video case interview example (currently unavailable)
• Market sizing video example
• Brainteaser (scroll to the bottom of the page)

Simon Kucher Case Interview Examples

• Smart phone pricing

OC&C Case Interview Examples

• Imported whiskey in an emerging market – business strategy
• Leisure clubs – data interpretation

Capital One Case Interview Examples

• How to crack case interviews with Capital One (includes case examples)

Bridgespan Case Interview Examples

• Robinson Philanthropy – Strategy
• Reach for the Stars – Student success
• Home Nurses for New Families – Expansion strategy
• Venture Philanthropy – Charity

Consulting Clubs Case Interview Books

Contact us at [email protected] for a collection of consulting club case interview books (from Harvard, ESADE, LBS, Columbia, etc.).

How We Help You Ace Your Case Interviews

We have specialized in placing people from all walks of life with different backgrounds into top consulting firms both as generalist hires as well as specialized hires and experts. As former McKinsey consultants and interview experts, we help you by

• tailoring your resume and cover letter to meet consulting firms’ highest standards
• showing you how to pass the different online assessments and tests for McKinsey , BCG , and Bain
• showing you how to ace McKinsey interviews and the PEI with our video academy
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Florian spent 5 years with McKinsey as a senior consultant. He is an experienced consulting interviewer and problem-solving coach, having interviewed 100s of candidates in real and mock interviews. He started StrategyCase.com to make top-tier consulting firms more accessible for top talent, using tailored and up-to-date know-how about their recruiting. He ranks as the most successful consulting case and fit interview coach, generating more than 500 offers with MBB, tier-2 firms, Big 4 consulting divisions, in-house consultancies, and boutique firms through direct coaching of his clients over the last 3.5 years. His books “The 1%: Conquer Your Consulting Case Interview” and “Consulting Career Secrets” are available via Amazon.

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Case Interview Preparation

Perform at your best during your case interview., bcgers share their case study interview tips., follow these dos and don ’ ts to ace your case prep:, test your case interview skills with these interactive quizzes., set out a climate strategy for a client., restore client satisfaction at a digital bank..

100 Best Case Study Questions for Your Next Customer Spotlight

Published: November 29, 2022

Case studies and testimonials are helpful to have in your arsenal. But to build an effective library, you need to ask the right case study questions. You also need to know how to write a case study .

Case studies are customers' stories that your sales team can use to share relevant content with prospects . Not only that, but case studies help you earn a prospect's trust, show them what life would be like as your customer, and validate that your product or service works for your clients.

Before you start building your library of case studies, check out our list of 100 case study questions to ask your clients. With this helpful guide, you'll have the know-how to build your narrative using the " Problem-Agitate-Solve " Method.

What makes a good case study questionnaire?

The ultimate list of case study questions, how to ask your customer for a case study, creating an effective case study.

Certain key elements make up a good case study questionnaire.

A questionnaire should never feel like an interrogation. Instead, aim to structure your case study questions like a conversation. Some of the essential things that your questionnaire should cover include:

• The problem faced by the client before choosing your organization.
• Why they chose your company.
• How your product solved the problem clients faced.
• The measurable results of the service provided.
• Data and metrics that prove the success of your service or product, if possible.

You can adapt these considerations based on how your customers use your product and the specific answers or quotes that you want to receive.

What makes a good case study question?

A good case study question delivers a powerful message to leads in the decision stage of your prospective buyer's journey.

Since your client has agreed to participate in a case study, they're likely enthusiastic about the service you provide. Thus, a good case study question hands the reins over to the client and opens a conversation.

Try asking open-ended questions to encourage your client to talk about the excellent service or product you provide.

Free Case Study Templates

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Categories for the Best Case Study Questions

• Case study questions about the customer's business
• Case study questions about the environment before the purchase
• Case study questions about the decision process
• Case study questions about the customer's business case
• Case study questions about the buying team and internal advocates
• Case study questions about customer success
• Case study questions about product feedback
• Case study questions about willingness to make referrals
• Case study question to prompt quote-worthy feedback
• Case study questions about the customers' future goals

Showcase your company's success using these three free case study templates.

• Data-Driven Case Study Template
• Product-Specific Case Study Template
• General Case Study Template

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Case Study Interview Questions About the Customer's Business

Knowing the customer's business is an excellent way of setting the tone for a case study.

Use these questions to get some background information about the company and its business goals. This information can be used to introduce the business at the beginning of the case study — plus, future prospects might resonate with their stories and become leads for you.

• Would you give me a quick overview of [company]? This is an opportunity for the client to describe their business in their own words. You'll get useful background information and it's an easy prompt to get the client talking.
• Can you describe your role? This will give you a better idea of the responsibilities they are subject to.
• How do your role and team fit into the company and its goals? Knowing how the team functions to achieve company goals will help you formulate how your solution involves all stakeholders.
• How long has your company been in business? Getting this information will help the reader gauge if pain points are specific to a startup or new company vs. a veteran company.
• How many employees do you have? Another great descriptor for readers to have. They can compare the featured company size with their own.
• Is your company revenue available? If so, what is it? This will give your readers background information on the featured company's gross sales.
• Who is your target customer? Knowing who the target audience is will help you provide a better overview of their market for your case study readers.
• How does our product help your team or company achieve its objectives? This is one of the most important questions because it is the basis of the case study. Get specifics on how your product provided a solution for your client. You want to be able to say "X company implemented our solution and achieved Y. "
• How are our companies aligned (mission, strategy, culture, etc.)? If any attributes of your company's mission or culture appealed to the client, call it out.

How many people are on your team? What are their roles? This will help describe key players within the organization and their impact on the implementation of your solution.

Case Study Interview Questions About the Environment Before the Purchase

A good case study is designed to build trust. Ask clients to describe the tools and processes they used before your product or service. These kinds of case study questions will highlight the business' need they had to fulfill and appeal to future clients.

• What was your team's process prior to using our product? This will give the reader a baseline to compare the results for your company's product.
• Were there any costs associated with the process prior to using our product? Was it more expensive? Was it worth the cost? How did the product affect the client's bottom line? This will be a useful metric to disclose if your company saved the client money or was more cost-efficient.
• What were the major pain points of your process prior to using our product? Describe these obstacles in detail. You want the reader to get as much information on the problem as possible as it sets up the reasoning for why your company's solution was implemented.
• Did our product replace a similar tool or is this the first time your team is using a product like this? Were they using a similar product? If so, having this information may give readers a reason to choose your brand over the competition.
• What other challenges were you and your team experiencing prior to using our product? The more details you can give readers regarding the client's struggles, the better. You want to paint a full picture of the challenges the client faced and how your company resolved them.
• Were there any concerns about how your customers would be impacted by using our product? Getting answers to this question will illustrate to readers the client's concerns about switching to your service. Your readers may have similar concerns and reading how your client worked through this process will be helpful.
• Why didn't you buy our product or a similar product earlier? Have the client describe any hesitations they had using your product. Their concerns may be relatable to potential leads.
• Were there any "dealbreakers" involved in your decision to become a customer? Describing how your company was able to provide a solution that worked within those parameters demonstrates how accommodating your brand is and how you put the customer first. It's also great to illustrate any unique challenges the client had. This better explains their situation to the reader.
• Did you have to make any changes you weren't anticipating once you became a customer? Readers of your case study can learn how switching to your product came with some unexpected changes (good or bad) and how they navigated them. If you helped your client with troubleshooting, ask them to explain that here.

How has your perception of the product changed since you've become a customer? Get the interviewee to describe how your product changed how they do business. This includes how your product accomplished what they previously thought was impossible.

Case Study Interview Questions About the Decision Process

Readers of the case study will be interested in which factors influenced the decision-making process for the client. If they can relate to that process, there's a bigger chance they'll buy your product.

The answers to these questions will help potential customers through their decision-making process.

• How did you hear about our product? If the client chose to work with you based on a recommendation or another positive case study, include that. It will demonstrate that you are a trusted brand with an established reputation for delivering results.
• How long had you been looking for a solution to this problem? This will add to the reader's understanding of how these particular challenges impacted the company before choosing your product.
• Were you comparing alternative solutions? Which ones? This will demonstrate to readers that the client explored other options before choosing your company.
• Would you describe a few of the reasons you decided to buy our product? Ask the interviewee to describe why they chose your product over the competition and any benefits your company offered that made you stand out.
• What were the criteria you used when deciding to buy our product? This will give readers more background insight into the factors that impacted their decision-making process.
• Were there any high-level initiatives or goals that prompted the decision to buy? For example, was this decision motivated by a company-wide vision? Prompt your clients to discuss what lead to the decision to work with you and how you're the obvious choice.
• What was the buying process like? Did you notice anything exceptional or any points of friction? This is an opportunity for the client to comment on how seamless and easy you make the buying process. Get them to describe what went well from start to finish.
• How would you have changed the buying process, if at all? This is an opportunity for you to fine-tune your process to accommodate future buyers.
• Who on your team was involved in the buying process? This will give readers more background on the key players involved from executives to project managers. With this information, readers can see who they may potentially need to involve in the decision-making process on their teams.

Case Study Interview Questions About the Customer's Business Case

Your case study questions should ask about your product or solution's impact on the customer's employees, teams, metrics, and goals. These questions allow the client to praise the value of your service and tell others exactly what benefits they derived from it.

When readers review your product or service's impact on the client, it enforces the belief that the case study is credible.

• How long have you been using our product? This will help readers gauge how long it took to see results and your overall satisfaction with the product or service.
• How many different people at your company use our product? This will help readers gauge how they can adapt the product to their teams if similar in size.
• Are there multiple departments or teams using our product? This will demonstrate how great of an impact your product has made across departments.
• How do you and your team currently use the product? What types of goals or tasks are you using the product to accomplish? Get specifics on how the product actively helps the client achieve their goals.
• If other teams or departments are using our product, do you know how they're using it? With this information, leads can picture how they can use your product across their teams and how it may improve their workflow and metrics.
• What was the most obvious advantage you felt our product offered during the sales process? The interviewee should explain the benefits they've gained from using your product or service. This is important for convincing other leads you are better than the competition.
• Were there any other advantages you discovered after using the product more regularly? Your interviewee may have experienced some additional benefits from using your product. Have them describe in detail what these advantages are and how they've helped the company improve.
• Are there any metrics or KPIs you track with our product? What are they? The more numbers and data the client can provide, the better.
• Were you tracking any metrics prior to using our product? What were they? This will allow readers to get a clear, before-and-after comparison of using your product.
• How has our product impacted your core metrics? This is an opportunity for your clients to drive home how your product assisted them in hitting their metrics and goals.

Case Study Interview Questions About the Buying Team and Internal Advocates

See if there are any individuals at the customer's company who are advocates for your product.

• Are there any additional team members you consider to be advocates for our product? For example, does anyone stick out as a "power user" or product expert on your team? You may want to interview and include these power users in your case study as well. Consider asking them for tips on using your service or product.
• Is there anyone else on your team you think we should talk to? Again, the more people can share their experience using your product, the better.
• Are there any team members who you think might not be the biggest fans of our product or who might need more training? Providing extra support to those struggling with your product may improve their user experience and turn into an opportunity to not only learn about their obstacles but turn them into a product fan
• Would you share some details about how your team implemented our product? Get as much information as possible about the rollout. Hopefully, they'll gush about how seamless the process was.
• Who from your company was involved in implementing our product? This will give readers more insight into who needs to be involved for a successful rollout of their own.
• Were there any internal risks or additional costs involved with implementing our product? If so, how did you address them? This will give insight into the client's process and rollout and this case study question will likely provide tips on what potential leads should be on the lookout for.
• Is there a training process in place for your team's use of our product? If so, what does it look like? If your company provided support and training to the client, have them describe that experience.
• About how long does it take a new team member to get up to speed with our product? This will help leads determine how much time it will take to onboard an employee to your using your product. If a new user can quickly get started seamlessly, it bodes well for you.
• What was your main concern about rolling this product out to your company? Describing their challenges in detail will provide readers with useful insight.

Case Study Interview Questions About Customer Success

Has the customer found success with your product? Ask these questions to learn more.

• By using our product can you measure any reduced costs? If it has, you'll want to emphasize those savings in your case study.
• By using our product can you measure any improvements in productivity or time savings? Any metrics or specific stories your interviewee can provide will help demonstrate the value of your product.
• By using our product can you measure any increases in revenue or growth? Again, say it with numbers and data whenever possible.
• Are you likely to recommend our product to a friend or colleague? Recommendations from existing customers are some of the best marketing you can get.
• How has our product impacted your success? Your team's success? Getting the interviewee to describe how your product played an integral role in solving their challenges will show leads that they can also have success using your product.
• In the beginning, you had XYZ concerns; how do you feel about them now? Let them explain how working with your company eliminated those concerns.
• I noticed your team is currently doing XYZ with our product. Tell me more about how that helps your business. Illustrate to your readers how current customers are using your product to solve additional challenges. It will convey how versatile your product is.
• Have you thought about using our product for a new use case with your team or at your company? The more examples of use cases the client can provide, the better.
• How do you measure the value our product provides? Have the interviewee illustrate what metrics they use to gauge the product's success and how. Data is helpful, but you should go beyond the numbers. Maybe your product improved company morale and how teams work together.

Case Study Interview Questions About Product Feedback

Ask the customer if they'd recommend your product to others. A strong recommendation will help potential clients be more open to purchasing your product.

• How do other companies in this industry solve the problems you had before you purchased our product? This will give you insight into how other companies may be functioning without your product and how you can assist them.
• Have you ever talked about our product to any of your clients or peers? What did you say? This can provide you with more leads and a chance to get a referral.
• Why would you recommend our product to a friend or client? Be sure they pinpoint which features they would highlight in a recommendation.
• Can you think of any use cases your customers might have for our product? Similar industries may have similar issues that need solutions. Your interviewee may be able to provide a use case you haven't come up with.
• What is your advice for other teams or companies who are tackling problems similar to those you had before you purchased our product? This is another opportunity for your client to talk up your product or service.
• Do you know someone in X industry who has similar problems to the ones you had prior to using our product? The client can make an introduction so you can interview them about their experience as well.
• I noticed you work with Company Y. Do you know if they are having any pain points with these processes? This will help you learn how your product has impacted your client's customers and gain insight into what can be improved.
• Does your company participate in any partner or referral programs? Having a strong referral program will help you increase leads and improve customer retention.
• Can I send you a referral kit as a thank-you for making a referral and give you the tools to refer someone to us? This is a great strategy to request a referral while rewarding your existing customers.
• Are you interested in working with us to produce additional marketing content? The more opportunities you can showcase happy customers, the better.

Case Study Interview Questions About Willingness to Make Referrals

• How likely are you to recommend our product to a friend or client? Ideally, they would definitely refer your product to someone they know.
• Can you think of any use cases your customers might have for our product? Again, your interviewee is a great source for more leads. Similar industries may have similar issues that need solutions. They may be able to provide a use case you haven't come up with.
• I noticed you work with Company Y; do you know if they are having any pain points with these processes? This will help you learn how your product has impacted your client's customers and gain insight into what can be improved.

Case Study Interview Questions to Prompt Quote-Worthy Feedback

Enhance your case study with quotable soundbites from the customer. By asking these questions, prospects have more insight into other clients and their success with your product — which helps build trust.

• How would you describe your process in one sentence prior to using our product? Ideally, this sentence would quickly and descriptively sum up the most prominent pain point or challenge with the previous process.
• What is your advice to others who might be considering our product? Readers can learn from your customer's experience.
• What would your team's workflow or process be like without our product? This will drive home the value your product provides and how essential it is to their business.
• Do you think the investment in our product was worthwhile? Why? Have your customer make the case for the value you provide.
• What would you say if we told you our product would soon be unavailable? What would this mean to you? Again, this illustrates how integral your product is to their business.
• How would you describe our product if you were explaining it to a friend? Your customers can often distill the value of your product to their friends better than you can.
• What do you love about your job? Your company? This gives the reader more background on your customer and their industry.
• What was the worst part of your process before you started using our product? Ideally, they'd reiterate how your product helped solve this challenge.
• What do you love about our product? Another great way to get the customer's opinion about what makes your product worth it.
• Why do you do business with us? Hopefully, your interviewee will share how wonderful your business relationship is.

Case Study Interview Questions About the Customers' Future Goals

Ask the customer about their goals, challenges, and plans for the future. This will provide insight into how a business can grow with your product.

• What are the biggest challenges on the horizon for your industry? Chances are potential leads within the same industry will have similar challenges.
• What are your goals for the next three months? Knowing their short-term goals will enable your company to get some quick wins for the client.
• How would you like to use our product to meet those challenges and goals? This will help potential leads understand that your product can help their business as they scale and grow.
• Is there anything we can do to help you and your team meet your goals? If you haven't covered it already, this will allow your interviewee to express how you can better assist them.
• Do you think you will buy more, less, or about the same amount of our product next year? This can help you gauge how your product is used and why.
• What are the growth plans for your company this year? Your team? This will help you gain insight into how your product can help them achieve future goals.
• How can we help you meet your long-term goals? Getting specifics on the needs of your clients will help you create a unique solution designed for their needs.
• What is the long-term impact of using our product? Get their feedback on how your product has created a lasting impact.
• Are there any initiatives that you personally would like to achieve that our product or team can help with? Again, you want to continue to provide products that help your customers excel.
• What will you need from us in the future? This will help you anticipate the customer's business needs.
• Is there anything we can do to improve our product or process for working together in the future? The more feedback you can get about what is and isn't working, the better.

Before you can start putting together your case study, you need to ask your customer's permission.

If you have a customer who's seen success with your product, reach out to them. Use this template to get started:

Thank you & quick request

Hi [customer name],

Thanks again for your business — working with you to [solve X, launch Y, take advantage of Z opportunity] has been extremely rewarding, and I'm looking forward to more collaboration in the future.

[Name of your company] is building a library of case studies to include on our site. We're looking for successful companies using [product] to solve interesting challenges, and your team immediately came to mind. Are you open to [customer company name] being featured?

It should be a lightweight process — [I, a product marketer] will ask you roughly [10, 15, 20] questions via email or phone about your experience and results. This case study will include a blurb about your company and a link to your homepage (which hopefully will make your SEO team happy!)

In any case, thank you again for the chance to work with you, and I hope you have a great week.

[Your name]

If one of your customers has recently passed along some praise (to you, their account manager, your boss; on an online forum; to another potential customer; etc.), then send them a version of this email:

Hey [customer name],

Thanks for the great feedback — I'm really glad to hear [product] is working well for you and that [customer company name] is getting the results you're looking for.

My team is actually in the process of building out our library of case studies, and I'd love to include your story. Happy to provide more details if you're potentially interested.

Either way, thank you again, and I look forward to getting more updates on your progress.

You can also find potential case study customers by usage or product data. For instance, maybe you see a company you sold to 10 months ago just bought eight more seats or upgraded to a new tier. Clearly, they're happy with the solution. Try this template:

I saw you just [invested in our X product; added Y more users; achieved Z product milestone]. Congratulations! I'd love to share your story using [product] with the world -- I think it's a great example of how our product + a dedicated team and a good strategy can achieve awesome results.

Are you open to being featured? If so, I'll send along more details.

Case Study Benefits

• Case studies are a form of customer advocacy.
• Case studies provide a joint-promotion opportunity.
• Case studies are easily sharable.
• Case studies build rapport with your customers.
• Case studies are less opinionated than customer reviews.

1. Case studies are a form of customer advocacy.

If you haven't noticed, customers aren't always quick to trust a brand's advertisements and sales strategies.

With every other brand claiming to be the best in the business, it's hard to sort exaggeration from reality.

This is the most important reason why case studies are effective. They are testimonials from your customers of your service. If someone is considering your business, a case study is a much more convincing piece of marketing or sales material than traditional advertising.

2. Case studies provide a joint-promotion opportunity.

Your business isn't the only one that benefits from a case study. Customers participating in case studies benefit, too.

Think about it. Case studies are free advertisements for your customers, not to mention the SEO factor, too. While they're not promoting their products or services, they're still getting the word out about their business. And, the case study highlights how successful their business is — showing interested leads that they're on the up and up.

3. Case studies are easily sharable.

No matter your role on the sales team, case studies are great to have on hand. You can easily share them with leads, prospects, and clients.

Whether you embed them on your website or save them as a PDF, you can simply send a link to share your case study with others. They can share that link with their peers and colleagues, and so on.

Case studies can also be useful during a sales pitch. In sales, timing is everything. If a customer is explaining a problem that was solved and discussed in your case study, you can quickly find the document and share it with them.

4. Case studies build rapport with your customers.

While case studies are very useful, they do require some back and forth with your customers to obtain the exact feedback you're looking for.

Even though time is involved, the good news is this builds rapport with your most loyal customers. You get to know them on a personal level, and they'll become more than just your most valuable clients.

And, the better the rapport you have with them, the more likely they'll be to recommend your business, products, or services to others.

5. Case studies are less opinionated than customer reviews.

Data is the difference between a case study and a review. Customer reviews are typically based on the customer's opinion of your brand. While they might write a glowing review, it's completely subjective and there's rarely empirical evidence supporting their claim.

Case studies, on the other hand, are more data-driven. While they'll still talk about how great your brand is, they support this claim with quantitative data that's relevant to the reader. It's hard to argue with data.

An effective case study must be genuine and credible. Your case study should explain why certain customers are the right fit for your business and how your company can help meet their specific needs. That way, someone in a similar situation can use your case study as a testimonial for why they should choose your business.

Use the case study questions above to create an ideal customer case study questionnaire. By asking your customers the right questions, you can obtain valuable feedback that can be shared with potential leads and convert them into loyal customers.

Editor’s Note: This article was originally published in June 2021 and has been updated for comprehensiveness.

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Case interview examples – mckinsey, bcg, bain (mbb), deloitte, etc..

Case interview examples – McKinsey, BCG, Bain (MBB), Deloitte etc.

Consulting firms like McKinsey, BCG, Bain ( MBB ), Deloitte etc. use the case interview process to assess candidates. It is very difficult to be invited to a consulting case interview, especially with McKinsey, BCG, Bain and Deloitte. And it is even more difficult to do well at case interviews without preparing for them properly. And there are a lot of free case interview examples out there, but it’s difficult to know where to start. So in this article we have listed some of the best free consulting case interview examples available, in one place.

We will cover interactive case interview samples provided by consulting firms, video case interview examples, case books, and materials developed by the team here at FIRMSconsulting.

Before we dive into business case examples, we would like to share with you 2 free resources we prepared for you as a gift, based on FIRMSconsulting book on brain teasers and another FIRMSconsulting book on solving business cases and overall consulting case interview preparation. These downloads include 20 brain teasers including explanations on how to approach solving each of those brain teasers. It also includes a comprehensive estimation cases guide. Estimation cases are very often used in consulting, either as a separate case or as part of a larger case. As part of your preparaton for consulting case interviews, you will certainly come across various estimation cases. It is crucial for you to learn how to solve them. You can get links to download copies of both resources below. It is completely free. Get it now and thank us later. Enjoy!

FREE GIFT #1

Bonus tutorial download, 20 brain teasers with answers and explanations.

1. McKinsey case interview examples

• Electro-light case interview (McKinsey website)
• Diconsa case interview (McKinsey website)
• Transforming a national Education system case interview (McKinsey website)
• GlobaPharm case interview (McKinsey website)
• McKinsey cost-benefit approach complex profit case interview example (by FIRMSconsulting.com)
• Comprehensive McKinsey hypotheses based case interview example (by FIRMSconsulting.com)
• Complex McKinsey Interviewer led profitability case in Pharma (by FIRMSconsulting.com) – See below

2. BCG case interview examples

• Interactive case questions (BCG website)
• Distribution strategy for sugar cereals Inc case sample (BCG website)
• Comprehensive BCG interviewer led market entry case interview example (by FIRMSconsulting.com) – See below

3. Bain case interview examples

• Written case interview tips (Bain website)
• Bain case interview questions (Bain website)

4. Deloitte case interview examples

• Finance Strategy Federal Health Agency case question (Deloitte website)
• Footloose case question (by Deloitte)
• Retail Strategy Club Co, case question (Deloitte website)

FREE GIFT #2

A comprehensive estimation cases guide, 5. accenture case interview examples.

• Case interview workbook (by Accenture)

6. Strategy& / PWC case interview examples

• Presentation overview with sample questions and tips (by Strategy& PWC)

7. A.T. Kearney case interview example

• Consulting case book and case interview examples (by A.T. Kearney)
• Promotional planning case sample (A.T. Kearney website)

8. Oliver Wyman case interview examples

• Aqualine power boats case example (Oliver Wyman website)
• Wumbleworld theme park case sample (Oliver Wyman website)

9. OC&C strategy consultants case interview examples

• Imported Whiskey in an emerging market case example (by OC&C strategy consultants)
• Leisure Club data interpretation case sample (by OC&C strategy consultants)

10. Capital One case interview examples

• Case interview study guide for business analysts  (Capital One website)

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Bonus download, proven strategies for effective leadership and results, 11. general case interview examples.

• A comprehensive approach to brainstorming in case interviews (by FIRMSconsulting.com)
• Framework for a Bain, McKinsey, BCG acquisition case (by FIRMSconsulting.com) – See below

• Comprehensive McKinsey, BCG, Bain operations case approach (by FIRMScnsulting.com) – See below

12. Consulting clubs case interview examples

• Harvard case book (2011) 
• MIT case book (2001)
• Wharton case book (2010)
• Berkeley case book (2006)
• Columbia case book (2006)
• Duke case book (2011)
• Duke case book (2014)
• Darden case book (2012-2013)
• Ross case book (2010)
• ESADE case book (2011)
• Goizueta case book (2006)
• Illinois case book (2015-2016)
• LBS case book (2006)
• Notre Dame case book (2017-2018)

Structured case interview preparation approach is needed

If you haven’t done so already, remember to get your copies of 2 free resources we prepared for you that will help you in your consulting case interview preparation. Free gift #2 also includes another free case interview example, an estimation case example with a detailed answer. Please see links below:

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MASTERING PRIVATE EQUITY CASE STUDIES: A COMPREHENSIVE GUIDE

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​ Having progressed through the initial stages outlined in our preparation guide , you are now about to enter the case study phase of the interview process. This stage closely mirrors the tasks you'll perform on the job, testing your analytical skills, strategic thinking, and investment rationale. 

Regardless of the level you enter the fund at, the case study is a generally accepted practice and forms one of the three key pillars of any successful interview process: structured interviews, work–based tests, and psychometric assessments based on empirical evidence.

To help you succeed, this guide delves into the nuances of PE case studies, offering insights from industry experts and best practices.

The Essence of the PE Case Study

A private equity case study typically requires evaluating a potential investment opportunity. You’ll receive an Information Memorandum (IM) for a company the PE firm could consider investing in, potentially some supporting information (industry news/benchmarking), and possibly a part-completed model (though often you are asked to prepare this from scratch). Your task is to value the company and formulate an investment proposal, including whether or not to invest. Keep in mind that this task may not be exclusive. The key lies not only in your final decision but also in the depth and logic of your analysis.

Types of PE Case Studies:

1. paper lbo/dcf.

A Paper LBO/DCF involves a simplified leveraged buyout or discounted cashflow model performed on paper or verbally, focusing on core concepts without the aid of a computer.

Preparation Strategy

Understand Core Concepts: Be well-versed in the fundamentals of LBO and DCF models.

Practice-Without Tools: Get comfortable performing calculations manually or explaining your thought process clearly without visual aids.

2. Timed LBO Modelling Test

A Timed LBO Modelling Test is a fast-paced, 1-3 hour on-site or remote test focused on speed and accuracy. These are often designed to understand the gaps in your skill-set, so it is not about achieving the perfect result, but creating a well thought-through working model. It is therefore important to pace yourself and breakdown what to focus on and when before you start.

Speed and Accuracy: Hone your Excel skills and practice building LBO models quickly.

Simulate Test Conditions: Replicate the pressure of a timed test to build your endurance and efficiency.

3. Take-home LBO Model and Presentation

The Take-home LBO Model and Presentation involves a comprehensive analysis where you might have a weekend or a week to build a full LBO model and prepare a detailed investment recommendation. Typically, you will then be asked to submit your findings and return to present 

Detailed Analysis: Conduct thorough research and develop a comprehensive model. Ensure the numbers balance and that you are not making assumptions based on incorrect data.

Effective Presentation: Focus on creating a clear, concise, and compelling presentation of your findings and recommendations.

4. Commercial Case Studies

Commercial case studies are less frequently used but typically deployed when you come from a non-financial background, such as commercial consulting or industry. In this scenario, you are either presented with a CIM or some high-level information about a business and then asked to think through aspects like business model, unit economics, market dynamics, growth opportunities, investment risks, KPIs, and areas of additional diligence.

Develop a Structured Approach: Create a framework for methodically analysing businesses. Practice with a few random CIMs you can find online. Example framework:

Revenue Generation: How does the business generate revenue? What does it sell, and how does it sell these products or services?

Revenue Evolution: How is the company’s ability to generate revenue likely to evolve? What are its growth prospects?

Direct Costs: What are the direct costs associated with its revenue streams? Is it a people-oriented cost structure, a SaaS business, or a materials-based cost structure?

Indirect Costs: What indirect costs are required to drive revenue? Consider factors like sales intensity and capital intensity.

Financial Understanding: Understand growth rates, margin profiles, operating leverage, unit economics, and cash flow profiles.

Market Positioning and Dynamics: Where is the business positioned in the value chain? What external factors, such as changing market dynamics and competition, will impact the business model

Dissecting the Case Study

To effectively analyse a potential investment in a private equity case study, it is crucial to break down the company and its environment into several key areas. Each aspect provides insight into different facets of the business and its viability as an investment. This section outlines the essential components you should examine, from industry dynamics to the specifics of the transaction, ensuring a comprehensive analysis.

Industry Analysis

Key Products and Markets: Understand the company’s primary products and markets and the main demand drivers.

Market Participants and Competition: Analyse the competitive landscape and the intensity of competition.

Industry Cyclicality: Determine the cyclical nature of the industry and external factors influencing it, such as regulatory changes or economic cycles.

Company Analysis

Position in Industry: Assess the company’s market position and growth trajectory.

Operational Leverage and Margins: Evaluate the cost structure and sustainability of margins.

Management and Cash Needs: Consider the effectiveness of the management team and the company’s working capital requirements.

Financial Analysis

Revenue Drivers and Stability: Identify revenue drivers, growth potential, and stability.

Cost Structure: Examine supplier diversity, fixed versus variable costs, and capex requirements.

Competitive Analysis: Assess industry concentration, buyer and supplier power, brand strength, and potential substitutes.

Growth Prospects

Scalability and Efficiency: Evaluate scalability and potential efficiency improvements.

Due Diligence: Consider environmental, legal, and operational risks.

Transaction Analysis

LBO Model: Build a leveraged buyout model to project financial performance and returns.

Valuation and Debt Capacity: Justify your valuation and the company’s ability to raise and service debt.

Exit Opportunities: Assess potential exit strategies and their impact on returns.

Building a Leveraged Buyout Model

Creating a full 3-statement model is crucial, and it's important to ensure it balances. You will typically build this from scratch, and we recommend a buyout overlay (especially for large-cap funds). While formatting isn't a primary concern, the model should lead you to a clear view of the deal's merits and risks, culminating in a definitive recommendation—whether to invest or not.

Key Components of the Model

Income Statement: Shows the company's revenue, expenses, and net income over a specific period.

Balance Sheet: Displays the company's assets, liabilities, and shareholder equity at a specific point in time, providing a financial snapshot.

Cash Flow Statement: This statement illustrates the company's cash inflows and outflows from operating, investing, and financing activities over a specific period.

Ensuring it balances is a core principle because it reflects the fundamental accounting equation: Assets = Liabilities + Shareholders' Equity. In simpler terms, everything a company owns (assets) must be financed by what it owes (liabilities) and the money invested by shareholders (equity). The 3-statement model is designed to be internally consistent, so changes in one statement should automatically flow through and impact the other statements, ensuring the balance sheet remains balanced.

Buyout Overlay

With a buyout overlay to the model, we can determine:

Financial Assumptions:

Buyout Price: Determine the price per share the private equity firm will pay for the company. Techniques for this can include:

Market Valuation Techniques

Market Multiples: Compares the target company's financial metrics to publicly traded companies in the same industry.

Transaction Multiples: Analyses recent M&A deals in the same industry.

Discounted Cash Flow (DCF) Valuation: Considers the target company's future cash flows, discounting them to their present value to arrive at a company valuation.

Financing Structure: Specify the debt and equity financing mix used to fund the buyout, impacting the company's capital structure and future cash flows.

Exit Strategy: Consider the private equity firm's expected exit timeline, influencing future growth assumptions.

Income Statement:

Impact on Revenue: Analyse if the buyout will affect the company's pricing strategy, market access, or growth initiatives.

Impact on Expenses: Consider potential changes in management structure, financing costs (interest on debt), or one-time transaction fees.

Balance Sheet:

Shareholder Equity Elimination: Upon buyout, existing shareholder equity gets replaced by new equity issued to the private equity firm.

Debt Assumption: Account for the new debt used to finance the buyout, increasing the company's liabilities.

Cash Flow Impact: Model the cash outflow for the buyout transaction and the ongoing cash flow implications of the new debt (interest payments).

Cash Flow Statement:

Financing Activities: Reflect the cash inflow from the debt portion of the buyout financing.

Debt Service: Include the cash outflow for ongoing interest payments on the new debt.

Iteration and Sensitivity Analysis:

Refine Assumptions: Based on industry benchmarks and company-specific factors.

Perform Sensitivity Analysis: See how variations in buyout price, financing structure, or growth assumptions impact the model's outputs.

Presenting Back to the Business

Effectively presenting your analysis to the business is a critical part of the private equity case study process. This step involves synthesising your findings into a clear and compelling narrative that highlights the company’s strengths, weaknesses, opportunities, and threats (SWOT analysis). By doing so, you can provide a comprehensive view of the potential investment, showcasing both its merits and risks. Here’s a detailed breakdown of what to consider when presenting your findings to ensure a thorough and persuasive presentation.

Strengths (Internal - Positive)

Financial Performance: Examine profitability (margins, net income), revenue growth, and cash flow generation.

Competitive Advantage: Identify unique selling propositions or strategic advantages.

Management Team: Evaluate the management team's experience, track record, and expertise.

Product/Service: Consider the quality, innovation, and market demand for the company's offerings.

Operational Efficiency: Analyse production processes, inventory management, and cost structure.

Weaknesses (Internal - Negative)

Financial Performance: Identify weaknesses in profitability, cash flow, or high debt levels.

Market Position: Assess the company’s competitive challenges.

Product/Service: Evaluate the relevance and competitiveness of products or services.

Operational Inefficiencies: Identify inefficiencies in production, supply chain, or overhead costs.

Management Team: Assess any gaps in management experience or track record.

Opportunities (External - Positive)

Market Growth: Identify growth potential in the target market.

Industry Trends: Leverage favourable industry trends.

Technology Advancements: Consider new technologiesto enhance the company's products or services.

Acquisitions: Explore potential acquisitions or partnerships.

Economic Conditions: Evaluate positive economic factors that could benefit the company.

Threats (External - Negative)

Market Competition: Assess the impact of increasing competition.

Economic Downturn: Consider the potential impact of economic slowdowns.

Regulatory Changes: Identify new regulations that could increase costs or restrict operations.

Technological Disruption: Evaluate the threat of emerging technologies.

Political Instability: Consider the impact of political or economic instability in the company’s operating regions.

Key Tips for Success

Prioritise depth over breadth.

Concentrate on the most crucial elements of your analysis. It's better to delve deeply into a few critical points than to cover too many topics superficially.

Simulate Realistic Conditions

Practice under time constraints to enhance your speed and accuracy. Replicating the pressure of a real case study will help you perform better during the actual interview.

Utilise Mock Case Studies

Engage with mock case studies and seek feedback from industry professionals. This will help you refine your approach and improve your analytical skills.

Be Honest and Transparent

If you don’t know the answer to a question, admit it. Honesty is valued over attempting to bluff, as interviewers can easily spot insincerity.

Align with the Firm’s Philosophy

Customise your analysis to match the investment strategy of the private equity firm you are interviewing. Understanding and reflecting on the firm’s investment style can distinguish you from other candidates.

Succeeding in a private equity case study requires a blend of analytical rigour, strategic insight, and effective communication. The process tests your technical skills and ability to think like an investor and articulate your ideas clearly. Here are the key takeaways to ensure success:

Analytical Rigour: Dive deep into financial data to uncover meaningful insights. Develop a robust understanding of the company's financial health through detailed analysis of income statements, balance sheets, and cash flow statements.

Strategic Insight: Go beyond numbers. Assess the company's market position, competitive landscape, growth prospects, and potential risks. Identify where value can be created and understand the broader industry dynamics.

Effective Communication: Your ability to present your findings clearly, concisely, and compellingly is crucial. Ensure your presentation is structured logically, highlights the key points, and supports your investment thesis with solid evidence.

Value Creation Focus: Always keep the potential for value creation at the forefront of your analysis. Consider how operational improvements, strategic repositioning, or market expansion can enhance the company's value.

Practice and Preparation: Simulate real case study conditions to build speed and accuracy. Engage with mock case studies and seek feedback from industry professionals to refine your approach.

Customisation: Tailor your analysis to align with the specific investment philosophy of the PE firm you’re interviewing with. Understanding the firm's strategy and past investments can provide valuable context and make your presentation more relevant.

Focusing on these areas can demonstrate your potential as a valuable investment professional. Remember, the case study is not just a test of your analytical abilities but a showcase of how you approach problem-solving and decision-making in a real-world context.

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Q&A: Aveva’s Fernanda Martins on how AI is being integrated into the mining industry

Aveva’s Fernanda Martins unpacks how AI and machine learning (ML) are assisting mining companies in optimising costs, improving safety and more.

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AI and its subset ML have a myriad of use cases within the mining industry, from cost optimisation to improving safety and sustainability.

One company making use of the technology in the sector is Aveva. The industrial software provider employs AI solutions across the various industries in which it works and says these solutions allow its clients to “better detect current performance issues and better predict future ones, minimising risk of failure of critical assets and maximising operational performance”.

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Fernanda Martins, Aveva’s industry marketing director, spoke to Mining Technology about the benefits AI offers mining companies, how companies have been using it and the challenges of integrating the technology.

Kris Cooper (KC): How is AI used within the mining industry to drive efficiency?

Fernanda Martins (FM): AI is helping to solve problems and generate value across the mining industry. The technology can be used to analyse vast quantities of operational and other data to provide advanced decision support. It can then interpret the findings from historical and real-time data into meaningful insights to be used in digital applications or direct guidance to the workforce.

In production, AI improves equipment management for higher efficiency –  increasing productivity, throughput and quality. It can also help in ore/waste management identification, increasing recovery and reducing dilution.

AI is helping geologists to improve processes for locating and delineating mineral resources. Improving the efficiency and accuracy of geological modelling, AI’s computer vision interprets geological information from drill cores. Advanced analytics and ML can bolster the process, increasing the likelihood of finding mineral deposits.

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It can also be used as an industrial assistant, quickly gathering all the relevant information to solve a specific problem. Ultimately, it is helping to leverage intelligence from pit to port and empower a new generation of workers who need to replace predecessors who worked for 20 or 30 years in the same role.

KC: How is AI used to reduce costs in mining?

FM: AI can help mining companies optimise extraction and bring down operating costs. In maintenance, AI models based on ML help detect potential failures on critical equipment ahead of time. By anticipating issues, maintenance can be scheduled when the best resources are available, reducing the costs of the maintenance procedures, and preventing costly unplanned downtime and potential damage to important equipment.

Through being able to optimise the maintenance strategy , mining companies ensure the best efficiency of equipment, which leads to lower fuel consumption in some big machines, reducing costs.

KC: How is AI used to improve safety in mines?

FM: AI has a large role to play in improving the health and safety of mining. Fatigue monitoring, for example, helps to detect when operators may be falling asleep. AI can also detect when potentially unsafe conditions exist for workers around heavy mobile equipment. It can monitor, analyse and alert mining companies to environmental factors like dust levels so they can adjust operations and implement environmental protection measures.

Assisted by AI, autonomous vehicles can operate around the mines without a driver. Returning to the subject of critical equipment, by anticipating potential failures, mining companies prevent incidents that could lead to significant damage to the facilities, people and the environment. All of this helps increase productivity while improving safety.

KC: How is AI used to improve the sustainability of mining operations?

FM: To achieve success, mining companies face a two-pronged challenge: they must capitalise on new business opportunities while meeting environmental, social and governance and decarbonisation targets.

AI can help make informed decisions that optimise the entire mining process, helping companies meet production and sustainability goals. By using AI to improve equipment efficiency and safety, as mentioned before, mining companies have immediate benefits around sustainability. Less fuel consumption means lower CO₂ emissions, and better efficiency and process understanding (meaning better usage of natural resources like water), while better safety means no environmental damage.

KC: Which mining companies are using Aveva AI/ML technology? Are there any case studies you can share about the success of the integration of the technology?

FM: The first example is Quebec Iron Ore . The company is advancing with its digital road map by improving the reliability of critical assets and enhancing traceability from pit to port. With robust data management and ML models, Quebec Iron Ore improved asset health tracking of critical equipment, is getting early anomaly detection of potential operational failures, can identify the lack of instrumentation throughout the process and has created a solid base for business intelligence decisions.

ASARCO’s Ray Mine has avoided costly asset failures and downtime. The company moved from a tribal knowledge scenario to an integrated real-time decision-making platform. Adopting Aveva’s technology for data management and ML models, it can now proactively detect abnormal behaviour and prevent costly asset failures; avoid unplanned downtime and lost or reduced productivity; leverage root-cause analysis to prevent recurrence of issues; optimise operations in real time; increase profits and consistency; and improve the training and efficiency of operations teams.

Another two companies were able to quantify their benefits, with impressive results from improving operational data gathering and monitoring, and combining that with ML-based analytics models. Beyond improving safety and reliability, Norsk Hydro , a bauxite and aluminium producer, reported $4.7m (Nkr50.15m) in savings from reducing maintenance costs, while Nexa Resources , a zinc producer, reported a 75% reduction in unplanned downtime.

KC: What challenges have been encountered through integrating AI into the mining industry?

FM: The mining industry scenario becomes more complex. Mining companies need to adopt new technology to improve productivity and ensure product quality while minimising waste and overall environmental impact. AI can make an impact on all the current challenges, but companies will require a good level of instrumentation, automation and digitalisation.

Only with a reliable and robust data infrastructure can AI models be effective in industrial operations. It is time to connect IT with operational technology and engineering technology. While some big mining companies are advanced in terms of their digitalisation road map, others have a long way to go to improve the adoption of automation and digital technology before they are ready to take advantage of AI.

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A guide to the Law of Pragnanz

As you progress from surface level knowledge of design to more in-depth research into the subject matter, you begin to realize the complex rules behind creating good UI and UX. From learning that users don’t actually read the text on websites but rather scan it, to understanding how to scale things to create a hierarchy in your designs, you need to be able to create great user experiences for all types of people.

Understanding and implementing these principles separates beginners from more seasoned professionals. This article unpacks the Law of Pragnanz, a principle that describes the way the human mind interacts with complexity. Keep reading to learn more about its importance, application, and use in UI.

What is the Law of Pragnanz?

Oftentimes when looking at something, you can tell what looks good or bad, however struggle to verbalize why. While this happens subconsciously, research has shown certain principles that govern what tends to be perceived as visually appealing. In people, for example, concepts such as symmetry and the golden ratio are often used as a measure of good looks. Similarly, UX design also has its own visual design principles, which includes Gestalt psychology and its principles.

Gestalt psychology , founded by Max Wertheimer, Kurt Koffka and Wolfgang Köhler is a school of thought that explains how humans perceive the world around them as a whole rather than splitting up into smaller individual parts. The overall philosophy breaks down into different principles including similarity, proximity, continuity, closure, common region, and pragnanz.

The Law of Pragnanz (good figure in German) – also known as the Principle of Simplicity – indicates that the human mind interprets complex objects in the simplest way possible. Think of the Olympic logo. Most people see five overlapping circles, not a complex assortment of weird shapes:

The importance of the Law of Pragnanz in design

Good UI/UX design allows the user to quickly and comprehensively achieve their goal. Because of this, aim for simplicity. A complicated design can lead to lower user satisfaction and engagement.

You can easily achieve simplicity In UI design by avoiding clutter, using clear fonts, and maintaining organization. Also, remember that with Pragnanz, users will perceive the whole rather than each individual shape. Take these two designs:

Cruise’s 2013 UI had a complicated user interface that was difficult for users to navigate. However, its current UI clearly applies the Law of Pragnanz. The more modern, minimalist design uses empty space to not only increase the aesthetic, but also to improve the usability. Looking at the hero section as a whole you know exactly where to start.

In UX design, simplicity is less visible however equally important. Regardless of what design process you use, understand the user’s goal and create a clear path to achieve it. You might need to remove unnecessary features and elements that slow down the user’s path.

Applying the Law of Pragnanz in UX

To help you implement the Law of Pragnanz in your UX, you can utilize the following steps:

1. Understand what simplicity means for your user

Applying the Law of Pragnanz to your design process requires you to understand the easiest way for your user to achieve their goal. Once you determine this, all other unnecessary actions should be eliminated. You can do this through a myriad of methods involving significant user research, such as user interviews, personas and journey mapping:

Wikipedia’s UI provides a clear example of this through its language bar feature that enables users to easily search in their preferred language. The UI clearly displays 10 popular languages on the platform so that users can directly select it and continue with their research. This small but effective feature simplifies the research process and showcases a clear understanding of the user’s goal as well as the journey the user has to take to achieve that goal.

2. Wireframe with Pragnanz in mind

Wireframing allows you to view a design as a whole. Looking at wireframes will show you whether your design lets the user solve their goal in the simplest way, as well as other ways to streamline the process:

3. Simplify according to user feedback

Ultimately, your users know the most about whether a design will help them achieve their goals. Because of this, make sure to keep user feedback in mind when iterating, and implement changes that they want to see. You can use methods like usability testing, surveys and interviews to gather intel.

Case studies of the Law of Pragnanz

Now that you know how to implement the Law of Pragnanz, let’s turn our attention to real-world examples where companies have used the principle to optimize the UX:

Airbnb’s clear but simple layout makes it easy for users to navigate the website and showcases the Law of Pragnanz in practice. Using simple shapes such as circles, squares, and rectangles with rounded corners, makes it easier for users to understand.

Furthermore, putting images in these shapes and creating a repetitive page layout creates uniformity across the UX as related elements live together. Airbnb prioritizes images over written information, driving users to the event or experience, instead of the copy:

In the top navigation, Airbnb reserves color for its logo and search function, which gives the user visual cues as to where the most important information lives. Fonts and Icons are also used similarly with a slight size increase and a darker shade of color to differentiate active and resting states.

Google displays the Law of Pragnanz in practice with its effective use of negative space and the overall simplicity of its design. The webpage centers the search function and sections off additional information in the top right corner. By removing unnecessary or superfluous information, the user reaches their goal as fast and as easily as possible:

Key takeaways

To review one last time, the Law of Pragnanz states that individuals simplify complex structures to ensure understanding. By using this to your advantage, you can elevate your designs and improve user engagement. Moreover, it can increase accessibility by making sure that a wide variety of users can achieve their goals in the simplest manner possible.

Get started today by asking yourself what you could simplify about your product. Think back on the examples of how Airbnb and Google offer experiences that make it easy for users to perform tasks on the sites. Good luck, and feel free to comment with any questions!

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Implementation of MLOps for Deep Learning in Industry: Case Studies

In the rapidly evolving world of artificial intelligence (AI) and machine learning (ML), the integration of Machine Learning Operations (MLOps) into deep learning workflows has become a crucial factor for success. MLOps brings together ML development and operations, ensuring that deep learning models are not only accurate but also deployable, scalable, and maintainable in production environments.

This article explores several case studies of successful MLOps implementations for deep learning across various industries, illustrating how these organizations have leveraged MLOps to achieve their goals.

Table of Content

1. Case Study: Spotify’s Recommendation System

2. case study: netflix’s content personalization, 3. case study: tesla’s autopilot system, 4. case study: amazon’s product recommendations.

Spotify, a global leader in music streaming, relies heavily on recommendation algorithms to deliver personalized content to its users. Deep learning models are central to Spotify’s recommendation system, which predicts user preferences based on listening history and behaviour.

• Scalability : Handling millions of users and their interactions with the system.
• Model Updates : Ensuring that model updates are deployed seamlessly without impacting user experience.
• Performance Monitoring : Continuously monitoring model performance to handle shifts in user preferences.

MLOps Implementation

• Automated Pipelines : Spotify developed automated data pipelines using Apache Kafka and Apache Airflow for real-time data ingestion and processing. This enables continuous data flow from user interactions to model training.
• Model Management : Spotify uses MLflow for model versioning and experiment tracking. This allows data scientists to manage different versions of models and track their performance over time.
• Deployment : The company adopted Kubernetes for container orchestration, which simplifies the deployment and scaling of deep learning models. Spotify’s models are deployed as microservices in a Kubernetes cluster, allowing for flexible scaling based on demand.
• Monitoring and Retraining : Spotify implemented a monitoring system to track model performance metrics in real-time. They use custom tools for anomaly detection and model drift, enabling proactive retraining and model updates.
• Improved Scalability : The use of Kubernetes and automated pipelines significantly improved the scalability of Spotify’s recommendation system.
• Enhanced Model Performance : Continuous monitoring and retraining mechanisms led to better model accuracy and user satisfaction.
• Efficient Updates : Automated deployment processes ensured that new models were rolled out smoothly, reducing downtime and maintaining a consistent user experience.

Netflix’s success hinges on its ability to deliver personalized content recommendations to its vast user base. The company employs deep learning models for content recommendation, personalized marketing, and user engagement.

• Real-Time Processing : The need for real-time recommendations based on user interactions and content updates.
• Model Complexity : Managing and deploying complex deep learning models efficiently.
• Data Privacy : Ensuring compliance with data privacy regulations while handling large volumes of user data.
• End-to-End Pipelines : Netflix uses its internal data infrastructure, including Apache Spark and AWS, to manage end-to-end ML pipelines. This involves data collection, preprocessing, model training, and deployment.
• Model Governance : They implemented model governance using tools like Seldon Core, which supports model versioning and rollback capabilities. This ensures that the models in production are consistently managed and updated.
• Continuous Integration and Deployment (CI/CD) : Netflix employs a CI/CD pipeline tailored for ML models, allowing for automated testing and deployment of new models. This minimizes the risk of introducing errors during updates.
• Privacy Compliance : Netflix adheres to strict data privacy protocols and implements encryption and anonymization techniques to safeguard user data during model training and deployment.
• Real-Time Recommendations : The robust data infrastructure and end-to-end pipelines enabled Netflix to deliver real-time recommendations with high accuracy.
• Efficient Model Management : Model governance tools facilitated seamless management of model versions and ensured compliance with data privacy regulations.
• Improved User Engagement : Personalized content recommendations led to higher user engagement and retention rates.

Tesla’s Autopilot system is a sophisticated driver-assistance technology that relies on deep learning models to interpret data from sensors and cameras, enabling semi-autonomous driving.

• Safety and Reliability : Ensuring that deep learning models operate reliably in real-world driving conditions.
• Data Volume : Managing and processing vast amounts of data collected from Tesla vehicles.
• Regulatory Compliance : Meeting safety and regulatory standards for autonomous driving systems.
• Data Management : Tesla developed a scalable data pipeline using Apache Kafka and TensorFlow Extended (TFX) to handle the massive volume of driving data. This pipeline supports real-time data ingestion, preprocessing, and feature extraction.
• Model Training and Evaluation : Tesla employs large-scale distributed training using TensorFlow and GPUs to train deep learning models. They use Kubernetes for managing the training infrastructure and TensorBoard for model evaluation and visualization.
• Deployment and Updates : Tesla’s deployment strategy includes Over-The-Air (OTA) updates, allowing them to deploy model improvements directly to vehicles. This approach ensures that all vehicles receive the latest model updates without requiring physical service visits.
• Safety and Testing : Tesla conducts extensive simulation and real-world testing of its models to ensure safety and reliability. They use tools for automated testing and continuous integration to identify and address potential issues.
• Enhanced Driving Assistance : The deep learning models contribute to the advanced capabilities of Tesla’s Autopilot system, including lane-keeping and adaptive cruise control.
• Scalable Data Processing : The data pipeline supports the efficient handling of large volumes of driving data, enabling continuous model improvements.
• Regulatory Compliance : OTA updates and rigorous testing ensure that the system adheres to safety and regulatory standards.

Amazon’s e-commerce platform relies on deep learning models to provide personalized product recommendations, optimize search results, and enhance user experience.

• Personalization : Delivering highly personalized recommendations based on user behavior and preferences.
• Real-Time Processing : Processing user interactions and generating recommendations in real-time.
• Scalability : Handling the scale of data and requests generated by millions of users.
• Data Pipeline : Amazon utilizes a robust data pipeline built on Apache Kafka and AWS Lambda for real-time data processing and feature extraction.
• Model Training and Serving : They use SageMaker for model training and deployment, allowing data scientists to build, train, and deploy models at scale. SageMaker provides built-in support for distributed training and hyperparameter optimization.
• Model Monitoring : Amazon implements monitoring tools to track model performance and user feedback. This includes tracking metrics like click-through rates and conversion rates to evaluate the effectiveness of recommendations.
• Continuous Improvement : Amazon employs A/B testing and experimentation frameworks to continuously evaluate and improve recommendation models. This helps in identifying the most effective models and features.
• Improved Recommendations : The deep learning models provide highly personalized product recommendations, enhancing the user shopping experience.
• Scalable Infrastructure : The data pipeline and AWS tools support scalable model training and deployment.
• Increased Sales : Personalized recommendations lead to higher conversion rates and increased sales for Amazon.

These case studies illustrate the successful integration of MLOps practices in deep learning projects across different industries. From managing real-time data and scaling infrastructure to ensuring model reliability and compliance, MLOps plays a critical role in optimizing the performance and deployment of deep learning models. As organizations continue to embrace MLOps, they can achieve greater efficiency, scalability, and success in their AI initiatives

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• Published: 13 September 2024

Prosocial reputation and stress among contemporary hunter-gatherers: the Hadza case

• Piotr Fedurek 1 , 2 ,
• Athena Aktipis 3 ,
• Lee Cronk 4 ,
• Dariusz Danel 2 ,
• Laurent Lacroix 5 ,
• Julia Lehmann 1 ,
• Ibrahim Mabulla 6 ,
• Jerryson E. Makambi 7 &
• J. Colette Berbesque 1  

Scientific Reports volume  14 , Article number:  21403 ( 2024 ) Cite this article

Metrics details

It has been suggested that having a reputation for being prosocial is a critical part of social status across all human societies. It has also been argued that prosocial behavior confers benefits, whether physiological, such as stress reduction, or social, such as building allies or becoming more popular. Here, we investigate the relationship between helping reputation (being named as someone others would go to for help), and hair-derived chronic stress (hair cortisol concentration). In a sample of 77 women and 62 men, we found that perceived helping reputation was not related to chronic stress. Overall, the results of our study suggest that, in an egalitarian society with fluid camp membership and widely practiced generosity such as the Hadza, helping reputation does not necessarily boost stress-related health benefits through prestige-signaling mechanisms observed in hierarchical, large-scale societies.

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Introduction.

Prosocial behavior is ubiquitous in humans. From an evolutionary perspective, there are several different potential causal factors that could explain prosociality in humans. One explanation is that there are payoffs to signaling a cooperative disposition to potential allies 1 . If gaining allies influences prosocial behavior, then types of generous or prosocial behavior that have the potential to be noticed by others should be more common. Signaling prosociality to others and maintaining a prosocial reputation explains generosity in some experimental contexts 2 , 3 , 4 . For example, in a dictator game it has been reported that study participants (n = 80) were giving out money to receivers for the sake of not violating others’ expectations rather than their wellbeing 2 while agent-based simulations showed that one-shot economic games are purely based on direct short-term benefits unless repeated interactions are involved 3 . Studies in more naturalistic settings also show that altruistic behaviour promotes prosocial reputation 5 , 6 , 7 . For instance, a study of the Yora people n = 71), hunter-horticulturalists of Amazonian Peru, showed that individuals with strong reputations for being generous are more likely to be provisioned with food during periods of food shortages or illnes 8 . However, it is worth noting that, at least on the proximate level, the motivation behind helping others (or other form of inconspicuous behaviour; see 9 for review) does not necessarily have to involve gaining long-term benefits (e.g., gaining allies or potential helpers) but, instead, may be based on more tangible and short-term benefits, such as direct reciprocity 10 , 11 or feeling good while being generous 12 . Some studies show that prosocial behavior may not only help people gain allies but might also increase social status. For example, a study among the Tsimane, an Amazonian small-scale society, showed that men who exhibit high social status gain more cooperative hunting partners while individuals who cooperate with high status men, in turn, enhance their own social status 13 . Moreover, one study suggests that the causative direction of prosocial behavior and social status goes both ways 14 (e.g., reputation can also boost pro-social behaviour 15 and promote cooperation 16 ). Other studies conducted among hunter-gatherers show that not only social status but also being prosocial is related to having more social partners, especially in activities requiring collaborative effort, such as some types of foraging. For instance, among Martu hunter-gatherers of Australia, individuals who invest more in sharing are preferred as hunting partners over those with greater skill at hunting 17 , suggesting that people prefer those who are willing to cooperate even over those that may be particularly good at the activity, although the exact direction of the causal inference cannot be derived from this observational study. Thus, cooperation, and prosociality in general, might not necessarily imply a competitive, status-seeking behavior but, rather, an efficient way of building trustful and meaningful relationships 18 . Indeed, the biological market hypothesis 19 posits that in animal societies living in stable social groups partner choice has played a major role in the evolution of cooperation. However, status-seeking behaviour and building meaningful relationships might not necessarily be mutually exclusive as people might not necessarily compete with each other over cooperative partners directly but, by being prosocially active, attract preferred social partners and forming with them relationships based on mutualistic (and not necessarily convergent) needs 20 . In such a context, prosocial behavior might be considered to be a subtle but honest signal directed towards specific long-term and trusted partners rather than a social display aiming to attract new partners 18 . It has been suggested that, in small-scale societies, prosocial behavior might represent a desire to reaffirm the availability of cooperative partners in the future through signalling an honest willingness to help rather than an investment in immediate reciprocity 18 , 21 , 22 . The idea that costly, honest signals may be aimed at strengthening social relationships has been suggested to play a major role in the evolution of sociality in group-living animals 23 , 24 .

It has been argued that maintaining reliable relationships could be critical, especially among communities inhabiting unpredictable environments, mainly in terms of food security 25 . For example, agent-based models show that among Maasai and Maa-speaking pastoralists in Kenya and Tanzania prosocial behavior may lead to a limited form of risk pooling 25 . Such risk pooling benefits everyone living in a potentially volatile environment. For example, computer models show that having friends that can be relied on in times of need can help buffer individuals from the risks of living in an uncertain ecological environment 26 , 27 , 28 . Partnerships based on risk-pooling relationships have been ethnographically documented in Africa, especially among pastoralists, such as the Dassanetch of South-West Ethiopia, the Turkana of Kenya, and the Jie of Uganda, all of whom live in marginal environments that are prone to draught environments and among whom livestock are vulnerable to theft and diseases 29 , 30 . Managing risk with supportive relationships has also been noted by other researchers studying small-scale societies. For example, it has been noted that, among the Ache hunter-gatherers, social relationships function as a sort of social insurance for times when individuals may be in need (e.g., during illness). Indeed, individuals who shared and produced more than average experience better food provision when injured or sick compared to those produced and shared below average 5 . Due to the year-round and seasonal unpredictability of food resources, such need-based prosocial behavior is especially important in highly mobile small-scale societies, such as the Hadza 31 .

Besides the tangible benefits of prosocial behavior explained by the risk-pooling mechanism, prosocial behavior can be a strategy for a long-term investment in social capital and, therefore, may enhance the social integration of an individual in a community 32 , 33 . Studies among both nonhumans and humans have shown that being well-integrated in a social network can positively affect health outcomes 34 , 35 , 36 , 37 , 38 . For example, studies of nonhuman primates have shown that individuals that are actively involved in affiliative interactions, such as grooming, experience lower levels of physiological stress 34 , 39 . However, the causative direction of such relationship is still debatable 40 . For example, studies among humans have shown that individuals that experienced acute stress were more likely to be engage in prosocial behavior such as sharing and helping 41 , though studies also show that induced stress can also elicit social withdrawal, antisocial behaviour and aggression 42 , 43 , 44 , 45 . Prosocial and antisocial behaviours resulting from acute stressors show the importance of context and, more specifically, social interdependence on the regulation of the acute stress responses.

Given that prosocial behavior may enhance the maintenance of reliable relationships 18 , and given that the latter have been shown to have stress-buffering effects 40 , it could be expected that individuals exhibiting such behavior may also experience stress-related health benefits. Indeed, it has been suggested that there are biological reward mechanisms that underpin human prosocial tendencies and that contribute to health 46 . For example, in large-scale hierarchical and industrialized populations, several different categories of prosocial behavior, including charitable spending, moral decision making, and cooperation in experimental economics games, have all been linked to lower physiological indicators of stress 47 , 48 , 49 , 50 , 51 , 52 although it is unclear to what extent such prosocial bahaviour is confounded by socio-economic status and material wealth. Specifically, helping and supporting behaviors are associated with reduced morbidity and increased longevity for the helper 53 , 54 . For example, one study showed older individuals who reported providing more instrumental and emotional support experienced lower mortality rates, while receiving such support was unrelated to mortality 53 . Similarly, altruism and helping behaviors have been found to be correlated with wellbeing 55 , especially among older people 56 . It has been also shown that helping others buffers the association between stress and physical health 57 . Interestingly, acting prosocially has been linked to health also among nonhumans. For instance, one study of Barbary macaques ( Macaca sylvanus ) showed that individuals that provide rather than receive grooming experience less anxiety 58 . Although the above-described findings are rather suggestive, caution should be taken in interpreting these studies because the causative direction cannot be determined basing purely on observational methods.

It has been argued that being compassionate towards others and the resulting helping behavior have strong evolutionary roots in fostering social integration and a sense of belonging 59 . A growing body of evidence suggests that being integrated socially is associated with physiological health indices, such as physiological stress levels 60 , especially in relation to daily contacts with regular social partners 40 , 61 . Long-term chronic stress measured by hair cortisol has been linked to other measures of social status in humans (e.g., socio-economic status and self-perceived social status) 62 , 63 , 64 . Even though hair cortisol concentration (HCC) is not necessarily a synonym of stress per se 1 , 2 , 3 , 4 , it is heightened among individuals experiencing ongoing chronic stress 66 , among children brought up in high-risk environments 67 , and among people with dementia exhibiting low levels of social engagement 68 . Importantly, in recent studies HCC has been successfully applied as a measure of wellbeing among both humans and nonhuman primates 40 , 69 , 70 , 71 . However, most studies linking prosocial behavior with stress among humans have been conducted in industrialized, large-scale hierarchical populations 72 , 73 , 74 , 75 . Moreover, studies of the association between prosocial behavior and physiological stress commonly test short-term measurements of changes in salivary cortisol 76 or neuroimaging for stress-responses following self-reported prosocial activity or a laboratory-based prosociality test 77 . As such, there are not yet studies testing whether having a reputation for being prosocial within an actual community is related to social status in ways that affect long-term cortisol levels.

Here we investigate the extent to which cortisol levels are related to perceived prosociality in a hunter-gatherer society, the Hadza. Specifically, we tested the association between long-term cortisol levels and one of the (prosociality-based) facets of reputation 15 : helping reputation. If prosociality is valued within a particular cultural context, one would expect the reputation for prosociality, as measured by helping reputation, to play a role in overall social status and thereby affect long-term physiological markers of stress, such as hair cortisol. However, using the same dataset we have previously shown that among the Hadza social status based on friendship popularity and foraging reputation is not related to HCC 69 , 78 . This is because prosocial behavior within the context of risk-pooling theory does not imply direct, prestige-based physiological rewards resulting from prosocial behavior because, as opposed to large-scale hierarchical societies, in small-scale egalitarian hunter-gatherer groups it is expected that people will engage in such a need-based behavior 25 , 79 .

The Hadza are perfectly suited for our study because they live in a relatively egalitarian society exhibiting neither structured hierarchy nor formal leadership. Although the Hadza do not engage in norm enforcement to the degree seen in many other societies 80 , prosocial behavior, such as food sharing, is widespread and commonly practiced 81 , 82 . Hadza social preferences while directing prosocial behavior have also been documented 82 , 83 , 84 as has been social prestige resulting from either friendship popularity or foraging reputation 69 , 78 , 85 . Moreover, the unpredictability of food resources, especially those acquired by men such as highly valued large game and honey 86 , 87 , make it very plausible that risk pooling plays a major role in prosocial behavior among the Hadza 25 . We therefore hypothesized that, as opposed to large-scale and hierarchical societies with social inequality in terms of socio-economic (SES) status, among the Hadza where generosity is widely expected, helping reputation will be not related to indices of stress.

Mean hair cortisol concentration for women (n = 77) was 78.25 pg/mg (median = 64.38, range 15.04–229.36), and for men (n = 62) it was 96.82 pg/mg (median = 80.73, range 32.26–257.14). The Wilcoxon Rank Sum Test found significant differences in HCC between the two data collection field seasons (W = 2917.5; p  = 0.006). Perceived helping reputation scores exhibited a positive skew (Fig.  1 ), especially in bigger camps (Table S2 , Fig.  1 a–h; Supplementary Material)). For example, in the most extreme example, in camp 2 one individual received 18 nominations while 28 individuals received none (Fig.  1 b; Supplementary Material).

Histogram and density of perceived helping reputation scores. The X axis is the within-camp z score for the reputation metric. Positively skew distribution of the helping reputation scores suggests that a large proportion of individuals received none or very few helping nominations while a very small proportion of individuals received many helping nominations.

Although Kendall Tau showed that two variables included in the model, age and helping reputation, were significantly correlated with each other (tau = 0.16, p  = 006), all VIF values were generally low (age VIF = 1.09, sex VIF = 1.07, perceived helping reputation VIF = 1.12) so all variables were included in the full model.

Perceived helping reputation was not associated significantly with hair cortisol concentrations (Table 1 ; Fig.  2 ), although sex and age were significantly associated with HCC (Table 1 ; Fig.  2 ).

Predicted lmm output for relationship between power transformed picograms of hair cortisol concentrations and within-camp z score of the reputation metric; Dotes indicate cortisol levels of the study participants with respect to helping status ( A ) and age ( B ). The shaded areas represent 95% confidence intervals.

Null results were retained while controlling for foraging reputation (i.e., digging status for women and hunting reputation for men) and popularity (Table S4 and S5 , Supplementary Material). Bayes Factors calculated for the model (BF 01  = 3.11 ± 3.5%) showed that, given the data included in the model, the relationship between helping reputation and HCC was ~ 3 times more likely under the null hypothesis compared to the alternative hypothesis.

The results of our study show that prosocial reputation is not related to HCC, suggesting that, in a small society representing an egalitarian social model where generosity is widely expected and practiced, helping reputation might not necessarily translate into stress-related health benefits.

Though the Hadza have no explicit leaders, it is possible that social influence still impacts the perception of social status. Given that among the Hadza there is no institutionalized authority, this influence may be more related to more nuanced forms of social status related to prestige, such as popularity and foraging status 85 . Having a reputation for being someone that others can go to in times of need may be an indicator of social prestige, and indeed there is some evidence that men in some societies engage in ‘competitive helping’ or signaling their generosity to attractive potential mates 88 . Some studies show that engaging in prosocial behavior is associated with better indices of health 48 , 49 , 51 , 89 . However, the results of our study show that, among the Hadza, physiological stress is not associated with helping reputation.

One of the reasons why we did not detect any relationship between prosociality attributes and stress levels could be methodological issues related to the difficulty of detecting such nuanced helping behaviors in our study. Most of previous research on prosociality and cortisol has focused on larger, more conspicuous prosociality such as grand gestures that are above and beyond what may be expected in a generally cooperative society (which can have a substantial amount of helping behavior) 18 . It remains to be seen whether such grand-gesture prosocial behaviors are contributing to lower cortisol levels through enhancing reputation or social prestige (mediated by self-perception). Smaller, daily or regular prosocial behaviors that are expected by members of a particular society have been less well-documented in relation to perceived well-being, but in some studies these behaviors actually seem to be related to higher cortisol levels 90 . However, some types of help might go unnoticed. This could be the case when asking many people who they have helped, in which case many Hadza (particularly women) said they have not helped anyone. When followed up with suggestions of types of help (such as giving food or helping with children), the study participants tend to say, ‘oh yes, we do that every day.’ These small, unnoticed prosocial behaviors may not be associated with lower cortisol. Indeed, some studies show that in large-scale, hierarchical societies the effects of prosocial behavior are dependent on the impact of the behavior, which is whether they make a major difference in the life of another person. Though opportunities for these sorts of life-changing prosocial behaviors do arise in small-scale, non-Industrialized societies, they do so less frequently than in societies with great disparities in personal wealth. Indeed, social stratification has been found to be a significant predictor of prosocial behavior. For instance, people of lower socioeconomic status (SES) in industrialized societies demonstrate more prosocial behavior across a range of behaviors (e.g. charitability, trust, generosity, and helpfulness) than do higher SES individuals 91 , but see 92 .

The lack of a relationship between perceived prosociality and cortisol levels observed in our study could be because the latter might be related to other social characteristics that were not considered in this study, such as social prestige. Indeed, some studies have shown that social prestige is related to social status, which affects cortisol levels 93 , 94 , although one study of Garisakang forager-horticulturalists of Papua New Guinea found that cortisol levels were not associated with prosociality 95 . Therefore, if, despite their being quite egalitarian, social status exists among the Hadza and is related to their cortisol measures, then perhaps prosociality is not a major determinant of Hadza social status. Interestingly, using the same dataset, we have previously showed that among the Hadza social prestige is not related to stress in both men and women, 69 , 78 which further suggests that social prestige or reputation derived from both foraging and other social characteristics of an individual, such as prosocial behavior, are driven by deeply embedded social norms rather than self-interest and competitive behavior 31 , 96 . Alternatively, prosocial reputation among the Hadza might also be driven by low cost and high reward in a foraging economy, especially when it comes to food sharing 86 . It is also worth entertaining the possibility that stress-related health benefits accrued by high helping reputation status might be traded off by the physiological or energetic costs related to maintaining such status. In other words, costs and benefits related to helping reputation might cancel each other out when examined by biomarkers, such as HCC. We have previously shown that among the Hadza higher HCC levels related to high levels of proximity contacts with other camp members might be mitigated by proximity to friends 40 .

It could be argued that the apparent absence of an association between prosocial reputation and stress levels observed in our study might be that Hadza men do not tend to get stressed to the degree that would be sufficiently reflected in physiological chronic stress indices, such as HCC 40 . However, it has been widely reported that, in spite of the fact that their lifestyle is often described as ‘relaxed,’ Hadza do experience a lot of pressures and anxieties related to limited access to potable water (personal observation) and diseases 97 , 98 , 99 , 100 . Indeed, deaths resulting from falls from trees, infected wounds, and other diseases are not infrequent while a lack of large game due to the influx of pastoralist Datooga people in their land is also a common cause of concern 78 .

It also could be argued that the apparent lack of a relationship between prosocial reputation and stress observed in our study might be due to the fact that glucocorticoids levels, especially markers of chronic stress, such as HCC, might not be synonymous with of stress 65 , 78 . Moreover, animal studies have shown that HCC to be associated with energetic expenditure 101 , 102 so, provided that even moderate exercise increases cortisol levels, HCC levels linked to physically demanding workload of the Hadza, such as foraging, can mask the association between HCC with less energetically demanding but more subtle activities, such as maintaining a prosocial reputation. Thus, controlling for physical demands of daily activities among the Hadza, as well as other important factors influencing HCC, such as illness and sleep disruption, would potentially enable to detect a relationship between social status/prestige and stress levels. Still, previous studies have shown that HCC can be reliably used as an indicator of stress 103 , 104 , and we have previously successfully used it as such in studies of nonhuman primates 71 as well as, using the same dataset used in this study, in our previous research among the Hadza 40 , 69 , 78 . Our null results do not, however, exclude the possibility that helping reputation is not associated with health-related measures other than stress, such as those related to nutritional status or cardiovascular indices.

Alternatively, although some have claimed that prosocial behavior is underpinned by physiological rewards 55 , physiological rewards are not actually necessary for promoting generosity. Need-based transfers have been demonstrated to pay off in and of themselves in many environments 26 . Thus, the physiological rewards documented in relation to one-shot charitable giving or helping may not be present in an accepted, institutionalized system of prosociality that reduces risk 28 . Competitive signaling of prosociality may even be discouraged in these contexts. Osotua (“umbilical cord”) relationship among Maasai pastoralists, for example, involve restraint in helping. Osotua partners should help only when they are asked to do so and only if they are able to do so, and they are expected to give only the amount that is actually needed 105 . Moreover, a recent study showed that unpredictable needs are associated with lower expectations of repayment 106 . The cultivation of long term, reliable relationships likely require a different technique for signaling prosociality than ostentatious, non-targeted acts of prosociality. Likewise, it has been argued that prosocial food sharing among Meriam hunter-gatherer women is a subtle signal of relational commitment, rather than an attempt to signal personal attributes, such as foraging ability 18 . It has been also suggested that helping behavior (or, rather, pro-social behavior in general) in early egalitarian societies, as well as among extant small-scale hunter-gatherers is driven by social norms 99 , 107 rather than competitive practices observed in large-scale, hierarchical societies 108 . This might explain an apparent lack of an association between helping reputation and HCC observed in our study.

An association between social status and health indices has been reported in other hunter-gather groups, such as the Tsimane 109 , 110 . However, this study, as well as our previous research, might suggest that in a small-scale society on the extreme range of egalitarianism, such as the Hadza, the pattern of social interactions rather than social status per se is related to physiological stress levels. For example, using the same data we have previously shown that, although among the Hadza social status/prestige drives proximity networks (at least among men 85 ), foraging reputation and popularity are not related to physiological stress 69 , 78 . Studies on stress and social status among two groups of hunter-gatherers exhibiting different levels of egalitarianism: the Hadza and Tsimane, suggest that lack of such associations should not be considered as lack of capacity. Rather, these studies show that people have the evolutionary capacity linking prosocial behavior with status and thus, stress reactivity, but it is less expressed in societies where helping behaviour is a baseline expectation.

One of the limitations of our study is that it does not consider inter-camp dynamics in prosocial behavior as it is based on in-camp nominations (following 78 , 85 ). It has been previously suggested that than inter-camp relationships are important in shaping the social structure of small-scale hunter-gatherer societies 111 , 112 , 113 , especially in terms of prosocial activities, such as food sharing 114 . It could be also argued that individuals’ social reputations cannot be established reliably because of the Hadza’s flexible residence patterns. Indeed, over the course of a year, Hadza change camps on average six times 99 . Therefore, limiting our study to in-camp nominations could potentially distort the relationship between prosocial behavior and stress 40 . However, it has been also suggested that Hadza do not choose their camps randomly 78 but, rather, their choices to a great extent are based on social preferences based on friendships and social characteristics of their campmates 33 .

Overall, our findings do not support the idea that physiological rewards for prosocial behaviors are a human universal and are consistent with helping behavior described by other ethnographers as serving to maintain long-term, reliable relationships among the Hadza members that is deeply embedded within highly egalitarian social norms. We believe that, although helping behavior is ubiquitous among the Hadza, it is not generally related to prestige. This separation of helping behavior from prestige may, in fact, be necessary for helping to serve as an honest signal of commitment to particular relationships in a society where generosity and reciprocity are expected norms driven by the unpredictability of resources.

Subject population

The Hadza are hunter-gatherers who number approximately 1,000 but only about 300 of them continue to exhibit hunter-gatherer lifestyle 99 . They live in a savanna-woodland habitat that encompasses about 4000 km 2 around Lake Eyasi in northern Tanzania. They live in mobile camps that average thirty individuals. Camp membership often changes as people move in and out of camps. These camps move about every six weeks on average. Hadza men hunt and gather other resources, foraging on average 6.3 h per day. The Hadza are politically egalitarian, with no official big men, chiefs, or leaders 79 , 115 , 116 (but for a more detailed discussion of forms of inequality in ‘egalitarian’ societies see 117 ). The Hadza also have very little disparity in material wealth (although men do own and treasure their hunting equipment, such as bows and arrows 99 ).

Data collection

This study is a part of a larger project on proximity networks and social status among the Hadza, and some of the data used here (e.g., on cortisol levels or social status) have been previously reported in previous publications 40 , 69 , 78 , 85 , 118 , 119 . Data collection was conducted in 2016 and 2017 for roughly four months each year. Data were collected in camps that were actively foraging for most of their calories, although visiting and some limited trade with neighbouring food-producing groups like the Datooga pastoralists did occur as it has in all camps since CB’s first visit in 2007. Hair samples and reputational data on helping status were collected from eight camps with sizes ranging from six to 38 adults (mean = 19) during the last stay of the research visit at each camp (n = 8). Only adult individuals were included in the study. On average, we collected reputational data from 100% of adults per camp (83 women and 64 men, although 22 individuals did not nominate anyone as a helper) and hair samples from 77 of those same women and 62 of the men. Of the 147 study participants, two men and three women were sampled twice because they happened to be in two different study camps when the study was conducted. The mean age for men that provided hair samples was 38 years (median = 38, range 18–71 years, n = 62). The mean age for women that provided hair samples was 42 years (median = 38, range 18–89, n = 77).

Conducting interviews

We interviewed camp members about helping behavior using open-ended questions, including questions about who should be helped, who has recently helped them, and what kinds of helping were commonplace among the Hadza. We also asked participants in each camp to name, in order, the people to whom they would go for help in the camp they were living in at the time.

Scores obtained from the questionnaires where then used to construct a scale of perceived helping status, which was calculated as the total number of nominations an individual received. One person nominated 2 individuals and was unable to decide on one nominee, so the two nominated persons received 0.5 points (i.e., instead of 1). Several Hadza named locations of camps where various kin lived, rather than specific people they would go to for help; however, most were able to name specific people after some prompting. Interviews with the Hadza were conducted by the PI in Swahili, in which the majority of the Hadza are fluent, although some older Hadza required the assistance of an interpreter (i.e., a Hadza research assistant fluent in the Hadza language) during the interviews because their command of Swahili was basic 40 , 69 . Research was conducted a few weeks at each camp, and the interviews were conducted during the last day of the study in a camp in a secluded area just outside of the camp so that interviewees were out of earshot of other people in the camp 40 .

Obtaining hair samples for HCC

We were mainly interested in chronic long-term levels of stress rather than the acute stress response because we are interested in the mediation of chronic stress (following 40 , 69 , 85 ). Hair cortisol has the advantage of allowing the back-tracking of average levels of cortisol over a longer time-frame (often several months, based on the assumption of an average hair growth rate of 1 cm/month) 120 . Determining cortisol from hair also has the benefit of being a biological sampling procedure that causes minimal discomfort to the participants 40 . Thus, unlike other methods of sampling, the stress of the sampling method itself does not affect the cortisol measurement from the sample, as hair reflects chronic stress over weeks or months rather than the acute stress of the moment (which can be elevated due to anxiety of having hair cut) 121 . It is worth noting that many Hadza women keep their hair short (often shorter than men), so that the time period of cortisol levels detected in hair is estimated to be approximately one month in women and 2–3 months in men 69 . The popularity of short hair style for Hadza women was a limiting factor in getting a larger sample size, as some women had such short hair that there was not enough for analysis 69 . Some women that provided hair were pregnant (n = 14) or lactating (n = 4), but we have previously shown that reproductive state is not a significant predictor of HCC 69 .

Hair preparation

The Hadza do not dye or bleach their hair. They occasionally use soap (generally hand soap) to wash their hair 69 . Hair cortisol was extracted according to the procedures outlined in Sauve et al. 122 . Briefly, hair samples from the 1 cm closest to the scalp end were cut into small pieces using sterile small surgical scissors 123 , weighed (to around 10–15 mg), and placed into 1.5 ml reaction tubes. Prior to extraction, hair samples were ground using the IKA ULTRA TURRAX Tube Drive System (following 124 ).

For extraction, 1 mL of methanol was added, and the vial was sealed and incubated overnight for 16 h at 52 °C while gently shaking 69 . After incubation, samples were centrifuged and the methanol extract was transferred to a disposable glass vial and evaporated to dryness under nitrogen. The samples were dissolved in 250 μL phosphate buffered saline (pH 8.0). Samples were vortexed for one minute, and then again for 30 s before the assay 40 , 69 , 78 .

Hair analysis

Cortisol levels were measured using the Salimetrics ® Cortisol Enzyme-linked Immunoassay (ELISA) Kit (Salimetrics Europe, Suffolk, UK) as per the manufacturer’s instructions 69 . In principle, the assay measures competitive binding to a capture antibody between hair-extracted cortisol and cortisol conjugated to horseradish peroxidase, which converts 3,3′,5,5′-tetramethylbenzidine (TMB) to 3,3′,5,5′-tetramethylbenzidine diimine in a chromogenic reaction. After termination of the reaction by the addition of sulphuric acid, absorbance was measured at 450 nm, and cortisol levels were calculated based on a standard curve (following 69 ). The intra- and inter-assay coefficient of variance was < 9% and < 10% respectively.

Statistical analysis

Because we collected reputational data from eight camps of different sizes with different numbers of potential nominators, we standardized these raw values by deducting a mean camp value from each individual score in a camp and then dividing it by the standard deviation of the camp, which resulted in a within-camp z score for each reputation metric for each study participant (following 69 ). Because cortisol concentrations were highly skewed, we transformed these measurements using the Tukey Ladder of Powers procedures 125 available in the ‘rcompanion’ package 126 for R (but we also report results based on log-transformed HCC (Table 1 S, Supplementary Material). Following that, the visual inspections of normality and homogeneity of error variances did not indicate a violation of model assumptions.

We analysed the data using a linear mixed-effects model (LMM) fit by the restricted-maximum likelihood estimation (REML) with cortisol levels as a dependent variable while perceived helping reputation was used as predictors. Regarding the three women and two men that participated in the study twice in two different camps, for the LMM analysis we used only data from the camps they participated first in order to avoid pseudo-replication (although their nominations were included in quantifying helping status of other participants, they nominated in both camps they participated). We also included in the model sex and age as fixed independent variables and camp nested within field season as a random variable (because the Wilcoxon Rank Sum Test showed that HCC values differed between the two field seasons (e.g., 2016 and 2017) during which the hair samples were collected). In addition, Bayes Factors (BF 01 ) was calculated to determine whether our data support the null (i.e., helping reputation are not related to HCC) or alternative (i.e., helping reputation is related to HCC) hypothesis.

In Supplementary Material we also report lmm models that included additional two social status domains that were significantly correlated with helping reputation (Table S3 , Supplementary Material): foraging reputation and popularity (which relationship with HCC we reported in our previous articles 69 , 78 . These models were run separately for men and women. Quantifying popularity and foraging reputation is described in Supplementary Material.

To minimize the problem of collinearity, we first ran Kendal Tau correlations on all variable combinations and excluded highly correlated variables (Kendall tau > 0.8). We also calculated variance inflation factors (VIF) for all the variables, including only variables with VIF < 4. LMM was performed using the ‘lme4’package 127 for R 128 . We calculated marginal (i.e., for fixed effects only) and conditional (i.e., for both fixed and random effects for camp) R 2 for the LMM model using the ‘lmerTest’ package 129 for R. Figure  2 was generated using the ‘ggeffect’ package 130 for R.

Ethical approval

Informed, verbal (as the vast majority of the Hadza cannot read and write) consent was obtained from all study participants. This research was approved by University of Roehampton’s ethics committee (LSC 16/ 172) as well as by the Tanzanian authorities COSTECH and NIMR. This research was also approved by local authorities, and researchers stayed in camps only by invitation. The study was performed in accordance with the Declaration of Helsinki as well as other relevant guidelines and regulations.

Data availability

In order to protect the anonymity of health data from the Hadza, a simulated dataset using the R package synthpop will be provided 131 . Data, along with R codes used in this study, will be available in Figshare from the date of publication.

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Acknowledgements

We would like to thank the Leakey Foundation for their support of CB and PF and the John Templeton Foundation for their support for AA and LC. The opinions expressed in this publication are those of the authors and do not necessarily reflect the views of the John Templeton Foundation. We thank Costech and NIMR for permission to conduct research. We would like to thank Daudi and Trude Peterson for all of their help and support. Finally, we thank the Hadza for their enduring tolerance and hospitality.

This work was supported by the Leakey Foundation Grant awarded to CB and PF and the John Templeton Foundation Grant awarded to AA and LC.

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Piotr Fedurek, Julia Lehmann & J. Colette Berbesque

Department of Anthropology, Ludwik Hirszfeld Institute of Immunology and Experimental Therapy, Polish Academy of Sciences, IITD PAN, Podwale 75, 50-449, Wrocław, Poland

Piotr Fedurek & Dariusz Danel

Department of Psychology, Arizona State University, Tempe, AZ, USA

Athena Aktipis

Department of Anthropology, Rutgers University, New Brunswick, NJ, USA

Health Sciences Research Centre, Roehampton University, London, UK

Laurent Lacroix

National Museums of Tanzania, Dar es Salaam, Tanzania

Ibrahim Mabulla

Mount Meru Tour Guide and International Language School, Arusha, Tanzania

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Contributions

CB conceived the study. PF and CB designed the study. PF and CB wrote the original manuscript. PF collected, and analysed the data, with help from IB and JM for field assistance and LL for the ELISA work. PF, AA, LC, DD, JL and CB all contributed to writing and editing the manuscript.

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Correspondence to Piotr Fedurek .

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Fedurek, P., Aktipis, A., Cronk, L. et al. Prosocial reputation and stress among contemporary hunter-gatherers: the Hadza case. Sci Rep 14 , 21403 (2024). https://doi.org/10.1038/s41598-024-72238-w

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Received : 13 March 2024

Accepted : 05 September 2024

Published : 13 September 2024

DOI : https://doi.org/10.1038/s41598-024-72238-w

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