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Definition of essay

 (Entry 1 of 2)

Definition of essay  (Entry 2 of 2)

transitive verb

• composition

attempt , try , endeavor , essay , strive mean to make an effort to accomplish an end.

attempt stresses the initiation or beginning of an effort.

try is often close to attempt but may stress effort or experiment made in the hope of testing or proving something.

endeavor heightens the implications of exertion and difficulty.

essay implies difficulty but also suggests tentative trying or experimenting.

strive implies great exertion against great difficulty and specifically suggests persistent effort.

Examples of essay in a Sentence

These examples are programmatically compiled from various online sources to illustrate current usage of the word 'essay.' Any opinions expressed in the examples do not represent those of Merriam-Webster or its editors. Send us feedback about these examples.

Word History

Middle French essai , ultimately from Late Latin exagium act of weighing, from Latin ex- + agere to drive — more at agent

14th century, in the meaning defined at sense 4

14th century, in the meaning defined at sense 2

Phrases Containing essay

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“Essay.” Merriam-Webster.com Dictionary , Merriam-Webster, https://www.merriam-webster.com/dictionary/essay. Accessed 7 Jun. 2024.

Kids Definition

Kids definition of essay.

Kids Definition of essay  (Entry 2 of 2)

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Meaning of essay in English

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• I want to finish off this essay before I go to bed .
• His essay was full of spelling errors .
• Have you given that essay in yet ?
• Have you handed in your history essay yet ?
• I'd like to discuss the first point in your essay.
• boilerplate
• composition
• corresponding author
• dissertation
• essay question
• peer review
• go after someone
• go all out idiom
• go down swinging/fighting idiom
• go for it idiom
• go for someone
• shoot for the moon idiom
• shoot the works idiom
• smarten (someone/something) up
• smarten up your act idiom
• square the circle idiom

essay | Intermediate English

Examples of essay, collocations with essay.

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to move the pedals (= parts you operate with your feet) backwards on a bicycle

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[ noun es -ey es -ey , e- sey verb e- sey ]

• a short literary composition on a particular theme or subject, usually in prose and generally analytic, speculative, or interpretative.

a picture essay.

• an effort to perform or accomplish something; attempt.
• Philately. a design for a proposed stamp differing in any way from the design of the stamp as issued.
• Obsolete. a tentative effort; trial; assay.

verb (used with object)

• to try; attempt.
• to put to the test; make trial of.
• a short literary composition dealing with a subject analytically or speculatively
• an attempt or endeavour; effort
• a test or trial
• to attempt or endeavour; try
• to test or try out
• A short piece of writing on one subject, usually presenting the author's own views. Michel de Montaigne , Francis Bacon (see also Bacon ), and Ralph Waldo Emerson are celebrated for their essays.

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Other words from.

• es·sayer noun
• prees·say verb (used without object)
• unes·sayed adjective
• well-es·sayed adjective

Word History and Origins

Origin of essay 1

Example Sentences

As several of my colleagues commented, the result is good enough that it could pass for an essay written by a first-year undergraduate, and even get a pretty decent grade.

GPT-3 also raises concerns about the future of essay writing in the education system.

This little essay helps focus on self-knowledge in what you’re best at, and how you should prioritize your time.

As Steven Feldstein argues in the opening essay, technonationalism plays a part in the strengthening of other autocracies too.

He’s written a collection of essays on civil engineering life titled Bridginess, and to this day he and Lauren go on “bridge dates,” where they enjoy a meal and admire the view of a nearby span.

I think a certain kind of compelling essay has a piece of that.

The current attack on the Jews,” he wrote in a 1937 essay, “targets not just this people of 15 million but mankind as such.

The impulse to interpret seems to me what makes personal essay writing compelling.

To be honest, I think a lot of good essay writing comes out of that.

Someone recently sent me an old Joan Didion essay on self-respect that appeared in Vogue.

There is more of the uplifted forefinger and the reiterated point than I should have allowed myself in an essay.

Consequently he was able to turn in a clear essay upon the subject, which, upon examination, the king found to be free from error.

It is no part of the present essay to attempt to detail the particulars of a code of social legislation.

But angels and ministers of grace defend us from ministers of religion who essay art criticism!

It is fit that the imagination, which is free to go through all things, should essay such excursions.

Related Words

• dissertation

What is an Essay?

10 May, 2020

11 minutes read

Author:  Tomas White

Well, beyond a jumble of words usually around 2,000 words or so - what is an essay, exactly? Whether you’re taking English, sociology, history, biology, art, or a speech class, it’s likely you’ll have to write an essay or two. So how is an essay different than a research paper or a review? Let’s find out!

Defining the Term – What is an Essay?

The essay is a written piece that is designed to present an idea, propose an argument, express the emotion or initiate debate. It is a tool that is used to present writer’s ideas in a non-fictional way. Multiple applications of this type of writing go way beyond, providing political manifestos and art criticism as well as personal observations and reflections of the author.

An essay can be as short as 500 words, it can also be 5000 words or more.  However, most essays fall somewhere around 1000 to 3000 words ; this word range provides the writer enough space to thoroughly develop an argument and work to convince the reader of the author’s perspective regarding a particular issue.  The topics of essays are boundless: they can range from the best form of government to the benefits of eating peppermint leaves daily. As a professional provider of custom writing, our service has helped thousands of customers to turn in essays in various forms and disciplines.

Origins of the Essay

Over the course of more than six centuries essays were used to question assumptions, argue trivial opinions and to initiate global discussions. Let’s have a closer look into historical progress and various applications of this literary phenomenon to find out exactly what it is.

Today’s modern word “essay” can trace its roots back to the French “essayer” which translates closely to mean “to attempt” .  This is an apt name for this writing form because the essay’s ultimate purpose is to attempt to convince the audience of something.  An essay’s topic can range broadly and include everything from the best of Shakespeare’s plays to the joys of April.

The essay comes in many shapes and sizes; it can focus on a personal experience or a purely academic exploration of a topic.  Essays are classified as a subjective writing form because while they include expository elements, they can rely on personal narratives to support the writer’s viewpoint.  The essay genre includes a diverse array of academic writings ranging from literary criticism to meditations on the natural world.  Most typically, the essay exists as a shorter writing form; essays are rarely the length of a novel.  However, several historic examples, such as John Locke’s seminal work “An Essay Concerning Human Understanding” just shows that a well-organized essay can be as long as a novel.

The Essay in Literature

The essay enjoys a long and renowned history in literature.  They first began gaining in popularity in the early 16 th century, and their popularity has continued today both with original writers and ghost writers.  Many readers prefer this short form in which the writer seems to speak directly to the reader, presenting a particular claim and working to defend it through a variety of means.  Not sure if you’ve ever read a great essay? You wouldn’t believe how many pieces of literature are actually nothing less than essays, or evolved into more complex structures from the essay. Check out this list of literary favorites:

• The Book of My Lives by Aleksandar Hemon
• Notes of a Native Son by James Baldwin
• Against Interpretation by Susan Sontag
• High-Tide in Tucson: Essays from Now and Never by Barbara Kingsolver
• Slouching Toward Bethlehem by Joan Didion
• Naked by David Sedaris
• Walden; or, Life in the Woods by Henry David Thoreau

Pretty much as long as writers have had something to say, they’ve created essays to communicate their viewpoint on pretty much any topic you can think of!

The Essay in Academics

Not only are students required to read a variety of essays during their academic education, but they will likely be required to write several different kinds of essays throughout their scholastic career.  Don’t love to write?  Then consider working with a ghost essay writer !  While all essays require an introduction, body paragraphs in support of the argumentative thesis statement, and a conclusion, academic essays can take several different formats in the way they approach a topic.  Common essays required in high school, college, and post-graduate classes include:

Five paragraph essay

This is the most common type of a formal essay. The type of paper that students are usually exposed to when they first hear about the concept of the essay itself. It follows easy outline structure – an opening introduction paragraph; three body paragraphs to expand the thesis; and conclusion to sum it up.

Argumentative essay

These essays are commonly assigned to explore a controversial issue.  The goal is to identify the major positions on either side and work to support the side the writer agrees with while refuting the opposing side’s potential arguments.

Compare and Contrast essay

This essay compares two items, such as two poems, and works to identify similarities and differences, discussing the strength and weaknesses of each.  This essay can focus on more than just two items, however.  The point of this essay is to reveal new connections the reader may not have considered previously.

Definition essay

This essay has a sole purpose – defining a term or a concept in as much detail as possible. Sounds pretty simple, right? Well, not quite. The most important part of the process is picking up the word. Before zooming it up under the microscope, make sure to choose something roomy so you can define it under multiple angles. The definition essay outline will reflect those angles and scopes.

Descriptive essay

Perhaps the most fun to write, this essay focuses on describing its subject using all five of the senses.  The writer aims to fully describe the topic; for example, a descriptive essay could aim to describe the ocean to someone who’s never seen it or the job of a teacher.  Descriptive essays rely heavily on detail and the paragraphs can be organized by sense.

Illustration essay

The purpose of this essay is to describe an idea, occasion or a concept with the help of clear and vocal examples. “Illustration” itself is handled in the body paragraphs section. Each of the statements, presented in the essay needs to be supported with several examples. Illustration essay helps the author to connect with his audience by breaking the barriers with real-life examples – clear and indisputable.

Informative Essay

Being one the basic essay types, the informative essay is as easy as it sounds from a technical standpoint. High school is where students usually encounter with informative essay first time. The purpose of this paper is to describe an idea, concept or any other abstract subject with the help of proper research and a generous amount of storytelling.

Narrative essay

This type of essay focuses on describing a certain event or experience, most often chronologically.  It could be a historic event or an ordinary day or month in a regular person’s life. Narrative essay proclaims a free approach to writing it, therefore it does not always require conventional attributes, like the outline. The narrative itself typically unfolds through a personal lens, and is thus considered to be a subjective form of writing.

Persuasive essay

The purpose of the persuasive essay is to provide the audience with a 360-view on the concept idea or certain topic – to persuade the reader to adopt a certain viewpoint. The viewpoints can range widely from why visiting the dentist is important to why dogs make the best pets to why blue is the best color.  Strong, persuasive language is a defining characteristic of this essay type.

The Essay in Art

Several other artistic mediums have adopted the essay as a means of communicating with their audience.  In the visual arts, such as painting or sculpting, the rough sketches of the final product are sometimes deemed essays.  Likewise, directors may opt to create a film essay which is similar to a documentary in that it offers a personal reflection on a relevant issue.  Finally, photographers often create photographic essays in which they use a series of photographs to tell a story, similar to a narrative or a descriptive essay.

Drawing the line – question answered

“What is an Essay?” is quite a polarizing question. On one hand, it can easily be answered in a couple of words. On the other, it is surely the most profound and self-established type of content there ever was. Going back through the history of the last five-six centuries helps us understand where did it come from and how it is being applied ever since.

If you must write an essay, follow these five important steps to works towards earning the “A” you want:

• Understand and review the kind of essay you must write
• Brainstorm your argument
• Find research from reliable sources to support your perspective
• Cite all sources parenthetically within the paper and on the Works Cited page
• Follow all grammatical rules

Generally speaking, when you must write any type of essay, start sooner rather than later!  Don’t procrastinate – give yourself time to develop your perspective and work on crafting a unique and original approach to the topic.  Remember: it’s always a good idea to have another set of eyes (or three) look over your essay before handing in the final draft to your teacher or professor.  Don’t trust your fellow classmates?  Consider hiring an editor or a ghostwriter to help out!

If you are still unsure on whether you can cope with your task – you are in the right place to get help. HandMadeWriting is the perfect answer to the question “Who can write my essay?”

A life lesson in Romeo and Juliet taught by death

Due to human nature, we draw conclusions only when life gives us a lesson since the experience of others is not so effective and powerful. Therefore, when analyzing and sorting out common problems we face, we may trace a parallel with well-known book characters or real historical figures. Moreover, we often compare our situations with […]

Ethical Research Paper Topics

Writing a research paper on ethics is not an easy task, especially if you do not possess excellent writing skills and do not like to contemplate controversial questions. But an ethics course is obligatory in all higher education institutions, and students have to look for a way out and be creative. When you find an […]

Art Research Paper Topics

Students obtaining degrees in fine art and art & design programs most commonly need to write a paper on art topics. However, this subject is becoming more popular in educational institutions for expanding students’ horizons. Thus, both groups of receivers of education: those who are into arts and those who only get acquainted with art […]

• Literary Terms
• Definition & Examples
• When & How to Write an Essay

I. What is an Essay?

An essay is a form of writing in paragraph form that uses informal language, although it can be written formally. Essays may be written in first-person point of view (I, ours, mine), but third-person (people, he, she) is preferable in most academic essays. Essays do not require research as most academic reports and papers do; however, they should cite any literary works that are used within the paper.

When thinking of essays, we normally think of the five-paragraph essay: Paragraph 1 is the introduction, paragraphs 2-4 are the body covering three main ideas, and paragraph 5 is the conclusion. Sixth and seventh graders may start out with three paragraph essays in order to learn the concepts. However, essays may be longer than five paragraphs. Essays are easier and quicker to read than books, so are a preferred way to express ideas and concepts when bringing them to public attention.

II. Examples of Essays

Many of our most famous Americans have written essays. Benjamin Franklin, Thomas Paine, and Thomas Jefferson wrote essays about being good citizens and concepts to build the new United States. In the pre-Civil War days of the 1800s, people such as:

• Ralph Waldo Emerson (an author) wrote essays on self-improvement
• Susan B. Anthony wrote on women’s right to vote
• Frederick Douglass wrote on the issue of African Americans’ future in the U.S.

Through each era of American history, well-known figures in areas such as politics, literature, the arts, business, etc., voiced their opinions through short and long essays.

The ultimate persuasive essay that most students learn about and read in social studies is the “Declaration of Independence” by Thomas Jefferson in 1776. Other founding fathers edited and critiqued it, but he drafted the first version. He builds a strong argument by stating his premise (claim) then proceeds to give the evidence in a straightforward manner before coming to his logical conclusion.

III. Types of Essays

A. expository.

Essays written to explore and explain ideas are called expository essays (they expose truths). These will be more formal types of essays usually written in third person, to be more objective. There are many forms, each one having its own organizational pattern.  Cause/Effect essays explain the reason (cause) for something that happens after (effect). Definition essays define an idea or concept. Compare/ Contrast essays will look at two items and show how they are similar (compare) and different (contrast).

b. Persuasive

An argumentative paper presents an idea or concept with the intention of attempting to change a reader’s mind or actions . These may be written in second person, using “you” in order to speak to the reader. This is called a persuasive essay. There will be a premise (claim) followed by evidence to show why you should believe the claim.

c. Narrative

Narrative means story, so narrative essays will illustrate and describe an event of some kind to tell a story. Most times, they will be written in first person. The writer will use descriptive terms, and may have paragraphs that tell a beginning, middle, and end in place of the five paragraphs with introduction, body, and conclusion. However, if there is a lesson to be learned, a five-paragraph may be used to ensure the lesson is shown.

d. Descriptive

The goal of a descriptive essay is to vividly describe an event, item, place, memory, etc. This essay may be written in any point of view, depending on what’s being described. There is a lot of freedom of language in descriptive essays, which can include figurative language, as well.

IV. The Importance of Essays

Essays are an important piece of literature that can be used in a variety of situations. They’re a flexible type of writing, which makes them useful in many settings . History can be traced and understood through essays from theorists, leaders, artists of various arts, and regular citizens of countries throughout the world and time. For students, learning to write essays is also important because as they leave school and enter college and/or the work force, it is vital for them to be able to express themselves well.

V. Examples of Essays in Literature

Sir Francis Bacon was a leading philosopher who influenced the colonies in the 1600s. Many of America’s founding fathers also favored his philosophies toward government. Bacon wrote an essay titled “Of Nobility” in 1601 , in which he defines the concept of nobility in relation to people and government. The following is the introduction of his definition essay. Note the use of “we” for his point of view, which includes his readers while still sounding rather formal.

 “We will speak of nobility, first as a portion of an estate, then as a condition of particular persons. A monarchy, where there is no nobility at all, is ever a pure and absolute tyranny; as that of the Turks. For nobility attempers sovereignty, and draws the eyes of the people, somewhat aside from the line royal. But for democracies, they need it not; and they are commonly more quiet, and less subject to sedition, than where there are stirps of nobles. For men’s eyes are upon the business, and not upon the persons; or if upon the persons, it is for the business’ sake, as fittest, and not for flags and pedigree. We see the Switzers last well, notwithstanding their diversity of religion, and of cantons. For utility is their bond, and not respects. The united provinces of the Low Countries, in their government, excel; for where there is an equality, the consultations are more indifferent, and the payments and tributes, more cheerful. A great and potent nobility, addeth majesty to a monarch, but diminisheth power; and putteth life and spirit into the people, but presseth their fortune. It is well, when nobles are not too great for sovereignty nor for justice; and yet maintained in that height, as the insolency of inferiors may be broken upon them, before it come on too fast upon the majesty of kings. A numerous nobility causeth poverty, and inconvenience in a state; for it is a surcharge of expense; and besides, it being of necessity, that many of the nobility fall, in time, to be weak in fortune, it maketh a kind of disproportion, between honor and means.”

A popular modern day essayist is Barbara Kingsolver. Her book, “Small Wonders,” is full of essays describing her thoughts and experiences both at home and around the world. Her intention with her essays is to make her readers think about various social issues, mainly concerning the environment and how people treat each other. The link below is to an essay in which a child in an Iranian village she visited had disappeared. The boy was found three days later in a bear’s cave, alive and well, protected by a mother bear. She uses a narrative essay to tell her story.

VI. Examples of Essays in Pop Culture

Many rap songs are basically mini essays, expressing outrage and sorrow over social issues today, just as the 1960s had a lot of anti-war and peace songs that told stories and described social problems of that time. Any good song writer will pay attention to current events and express ideas in a creative way.

A well-known essay written in 1997 by Mary Schmich, a columnist with the Chicago Tribune, was made into a popular video on MTV by Baz Luhrmann. Schmich’s thesis is to wear sunscreen, but she adds strong advice with supporting details throughout the body of her essay, reverting to her thesis in the conclusion.

VII. Related Terms

Research paper.

Research papers follow the same basic format of an essay. They have an introductory paragraph, the body, and a conclusion. However, research papers have strict guidelines regarding a title page, header, sub-headers within the paper, citations throughout and in a bibliography page, the size and type of font, and margins. The purpose of a research paper is to explore an area by looking at previous research. Some research papers may include additional studies by the author, which would then be compared to previous research. The point of view is an objective third-person. No opinion is allowed. Any claims must be backed up with research.

VIII. Conclusion

Students dread hearing that they are going to write an essay, but essays are one of the easiest and most relaxed types of writing they will learn. Mastering the essay will make research papers much easier, since they have the same basic structure. Many historical events can be better understood through essays written by people involved in those times. The continuation of essays in today’s times will allow future historians to understand how our new world of technology and information impacted us.

List of Terms

• Alliteration
• Amplification
• Anachronism
• Anthropomorphism
• Antonomasia
• APA Citation
• Aposiopesis
• Autobiography
• Bildungsroman
• Characterization
• Circumlocution
• Cliffhanger
• Comic Relief
• Connotation
• Deus ex machina
• Deuteragonist
• Doppelganger
• Double Entendre
• Dramatic irony
• Equivocation
• Extended Metaphor
• Figures of Speech
• Flash-forward
• Foreshadowing
• Intertextuality
• Juxtaposition
• Literary Device
• Malapropism
• Onomatopoeia
• Parallelism
• Pathetic Fallacy
• Personification
• Point of View
• Polysyndeton
• Protagonist
• Red Herring
• Rhetorical Device
• Rhetorical Question
• Science Fiction
• Self-Fulfilling Prophecy
• Synesthesia
• Turning Point
• Understatement
• Urban Legend
• Verisimilitude
• Essay Guide
• Cite This Website

Definition of 'essay'

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Definition of Essay

Essay is derived from the French word essayer , which means “ to attempt ,” or “ to try .” An essay is a short form of literary composition based on a single subject matter, and often gives the personal opinion of the author. A famous English essayist, Aldous Huxley defines essays as, “a literary device for saying almost everything about almost anything. ” The Oxford Dictionary describes it as “ a short piece of writing on a particular subject. ” In simple words, we can define it as a scholarly work in writing that provides the author’s personal argument .

• Types of Essay

There are two forms of essay: literary and non-literary. Literary essays are of four types:

• Expository Essay – In an expository essay , the writer gives an explanation of an idea, theme , or issue to the audience by giving his personal opinions. This essay is presented through examples, definitions, comparisons, and contrast .
• Descriptive Essay – As it sounds, this type of essay gives a description about a particular topic, or describes the traits and characteristics of something or a person in detail. It allows artistic freedom, and creates images in the minds of readers through the use of the five senses.
• Narrative Essay – Narrative essay is non- fiction , but describes a story with sensory descriptions. The writer not only tells a story, but also makes a point by giving reasons.
• Persuasive Essay – In this type of essay, the writer tries to convince his readers to adopt his position or point of view on an issue, after he provides them solid reasoning in this connection. It requires a lot of research to claim and defend an idea. It is also called an argumentative essay .

Non-literary essays could also be of the same types but they could be written in any format.

Examples of Essay in Literature

Example #1: the sacred grove of oshogbo (by jeffrey tayler).

“As I passed through the gates I heard a squeaky voice . A diminutive middle-aged man came out from behind the trees — the caretaker. He worked a toothbrush-sized stick around in his mouth, digging into the crevices between algae’d stubs of teeth. He was barefoot; he wore a blue batik shirt known as a buba, baggy purple trousers, and an embroidered skullcap. I asked him if he would show me around the shrine. Motioning me to follow, he spat out the results of his stick work and set off down the trail.”

This is an example of a descriptive essay , as the author has used descriptive language to paint a dramatic picture for his readers of an encounter with a stranger.

Example #2: Of Love (By Francis Bacon)

“It is impossible to love, and be wise … Love is a child of folly. … Love is ever rewarded either with the reciprocal, or with an inward and secret contempt. You may observe that amongst all the great and worthy persons…there is not one that hath been transported to the mad degree of love: which shows that great spirits and great business do keep out this weak passion…That he had preferred Helena, quitted the gifts of Juno and Pallas. For whosoever esteemeth too much of amorous affection quitted both riches and wisdom.”

In this excerpt, Bacon attempts to persuade readers that people who want to be successful in this world must never fall in love. By giving an example of famous people like Paris, who chose Helen as his beloved but lost his wealth and wisdom, the author attempts to convince the audience that they can lose their mental balance by falling in love.

Example #3: The Autobiography of a Kettle (By John Russell)

“ I am afraid I do not attract attention, and yet there is not a single home in which I could done without. I am only a small, black kettle but I have much to interest me, for something new happens to me every day. The kitchen is not always a cheerful place in which to live, but still I find plenty of excitement there, and I am quite happy and contented with my lot …”

In this example, the author is telling an autobiography of a kettle, and describes the whole story in chronological order. The author has described the kettle as a human being, and allows readers to feel, as he has felt.

Function of Essay

The function of an essay depends upon the subject matter, whether the writer wants to inform, persuade, explain, or entertain. In fact, the essay increases the analytical and intellectual abilities of the writer as well as readers. It evaluates and tests the writing skills of a writer, and organizes his or her thinking to respond personally or critically to an issue. Through an essay, a writer presents his argument in a more sophisticated manner. In addition, it encourages students to develop concepts and skills, such as analysis, comparison and contrast, clarity, exposition , conciseness, and persuasion .

Related posts:

• Elements of an Essay
• Narrative Essay
• Definition Essay
• Descriptive Essay
• Analytical Essay
• Argumentative Essay
• Cause and Effect Essay
• Critical Essay
• Expository Essay
• Persuasive Essay
• Process Essay
• Explicatory Essay
• An Essay on Man: Epistle I
• Comparison and Contrast Essay

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The Essay: History and Definition

Attempts at Defining Slippery Literary Form

• An Introduction to Punctuation
• Ph.D., Rhetoric and English, University of Georgia
• M.A., Modern English and American Literature, University of Leicester
• B.A., English, State University of New York

"One damned thing after another" is how Aldous Huxley described the essay: "a literary device for saying almost everything about almost anything."

As definitions go, Huxley's is no more or less exact than Francis Bacon's "dispersed meditations," Samuel Johnson's "loose sally of the mind" or Edward Hoagland's "greased pig."

Since Montaigne adopted the term "essay" in the 16th century to describe his "attempts" at self-portrayal in prose , this slippery form has resisted any sort of precise, universal definition. But that won't an attempt to define the term in this brief article.

In the broadest sense, the term "essay" can refer to just about any short piece of nonfiction  -- an editorial, feature story, critical study, even an excerpt from a book. However, literary definitions of a genre are usually a bit fussier.

One way to start is to draw a distinction between articles , which are read primarily for the information they contain, and essays, in which the pleasure of reading takes precedence over the information in the text . Although handy, this loose division points chiefly to kinds of reading rather than to kinds of texts. So here are some other ways that the essay might be defined.

Standard definitions often stress the loose structure or apparent shapelessness of the essay. Johnson, for example, called the essay "an irregular, indigested piece, not a regular and orderly performance."

True, the writings of several well-known essayists ( William Hazlitt and Ralph Waldo Emerson , for instance, after the fashion of Montaigne) can be recognized by the casual nature of their explorations -- or "ramblings." But that's not to say that anything goes. Each of these essayists follows certain organizing principles of his own.

Oddly enough, critics haven't paid much attention to the principles of design actually employed by successful essayists. These principles are rarely formal patterns of organization , that is, the "modes of exposition" found in many composition textbooks. Instead, they might be described as patterns of thought -- progressions of a mind working out an idea.

Unfortunately, the customary divisions of the essay into opposing types --  formal and informal, impersonal and familiar  -- are also troublesome. Consider this suspiciously neat dividing line drawn by Michele Richman:

Post-Montaigne, the essay split into two distinct modalities: One remained informal, personal, intimate, relaxed, conversational and often humorous; the other, dogmatic, impersonal, systematic and expository .

The terms used here to qualify the term "essay" are convenient as a kind of critical shorthand, but they're imprecise at best and potentially contradictory. Informal can describe either the shape or the tone of the work -- or both. Personal refers to the stance of the essayist, conversational to the language of the piece, and expository to its content and aim. When the writings of particular essayists are studied carefully, Richman's "distinct modalities" grow increasingly vague.

But as fuzzy as these terms might be, the qualities of shape and personality, form and voice, are clearly integral to an understanding of the essay as an artful literary kind. 

Many of the terms used to characterize the essay -- personal, familiar, intimate, subjective, friendly, conversational -- represent efforts to identify the genre's most powerful organizing force: the rhetorical voice or projected character (or persona ) of the essayist.

In his study of Charles Lamb , Fred Randel observes that the "principal declared allegiance" of the essay is to "the experience of the essayistic voice." Similarly, British author Virginia Woolf has described this textual quality of personality or voice as "the essayist's most proper but most dangerous and delicate tool."

Similarly, at the beginning of "Walden, "  Henry David Thoreau reminds the reader that "it is ... always the first person that is speaking." Whether expressed directly or not, there's always an "I" in the essay -- a voice shaping the text and fashioning a role for the reader.

Fictional Qualities

The terms "voice" and "persona" are often used interchangeably to suggest the rhetorical nature of the essayist himself on the page. At times an author may consciously strike a pose or play a role. He can, as E.B. White confirms in his preface to "The Essays," "be any sort of person, according to his mood or his subject matter." 

In "What I Think, What I Am," essayist Edward Hoagland points out that "the artful 'I' of an essay can be as chameleon as any narrator in fiction." Similar considerations of voice and persona lead Carl H. Klaus to conclude that the essay is "profoundly fictive":

It seems to convey the sense of human presence that is indisputably related to its author's deepest sense of self, but that is also a complex illusion of that self -- an enactment of it as if it were both in the process of thought and in the process of sharing the outcome of that thought with others.

But to acknowledge the fictional qualities of the essay isn't to deny its special status as nonfiction.

Reader's Role

A basic aspect of the relationship between a writer (or a writer's persona) and a reader (the implied audience ) is the presumption that what the essayist says is literally true. The difference between a short story, say, and an autobiographical essay  lies less in the narrative structure or the nature of the material than in the narrator's implied contract with the reader about the kind of truth being offered.

Under the terms of this contract, the essayist presents experience as it actually occurred -- as it occurred, that is, in the version by the essayist. The narrator of an essay, the editor George Dillon says, "attempts to convince the reader that its model of experience of the world is valid." 

In other words, the reader of an essay is called on to join in the making of meaning. And it's up to the reader to decide whether to play along. Viewed in this way, the drama of an essay might lie in the conflict between the conceptions of self and world that the reader brings to a text and the conceptions that the essayist tries to arouse.

At Last, a Definition—of Sorts

With these thoughts in mind, the essay might be defined as a short work of nonfiction, often artfully disordered and highly polished, in which an authorial voice invites an implied reader to accept as authentic a certain textual mode of experience.

Sure. But it's still a greased pig.

Sometimes the best way to learn exactly what an essay is -- is to read some great ones. You'll find more than 300 of them in this collection of  Classic British and American Essays and Speeches .

• What is a Familiar Essay in Composition?
• What Does "Persona" Mean?
• What Are the Different Types and Characteristics of Essays?
• Rhetorical Analysis Definition and Examples
• What Is a Personal Essay (Personal Statement)?
• Point of View in Grammar and Composition
• The Writer's Voice in Literature and Rhetoric
• What Is Colloquial Style or Language?
• What Is Literary Journalism?
• Definition and Examples of Formal Essays
• What Is Expository Writing?
• The Difference Between an Article and an Essay
• First-Person Point of View
• What is an Implied Author?
• An Introduction to Literary Nonfiction

What is Essay? Definition, Usage, and Literary Examples

Essay definition.

An essay (ES-ey) is a nonfiction composition that explores a concept, argument, idea, or opinion from the personal perspective of the writer. Essays are usually a few pages, but they can also be book-length. Unlike other forms of nonfiction writing, like textbooks or biographies, an essay doesn’t inherently require research. Literary essayists are conveying ideas in a more informal way.

The word essay comes from the Late Latin exigere , meaning “ascertain or weigh,” which later became essayer in Old French. The late-15th-century version came to mean “test the quality of.” It’s this latter derivation that French philosopher Michel de Montaigne first used to describe a composition.

History of the Essay

Michel de Montaigne first coined the term essayer to describe Plutarch’s Oeuvres Morales , which is now widely considered to be a collection of essays. Under the new term, Montaigne wrote the first official collection of essays, Essais , in 1580. Montaigne’s goal was to pen his personal ideas in prose . In 1597, a collection of Francis Bacon’s work appeared as the first essay collection written in English. The term essayist was first used by English playwright Ben Jonson in 1609.

Types of Essays

There are many ways to categorize essays. Aldous Huxley, a leading essayist, determined that there are three major groups: personal and autobiographical, objective and factual, and abstract and universal. Within these groups, several other types can exist, including the following:

• Academic Essays : Educators frequently assign essays to encourage students to think deeply about a given subject and to assess the student’s knowledge. As such, an academic essay employs a formal language and tone, and it may include references and a bibliography. It’s objective and factual, and it typically uses a five-paragraph model of an introduction, two or more body paragraphs, and a conclusion. Several other essay types, like descriptive, argumentative, and expository, can fall under the umbrella of an academic essay.
• Analytical Essays : An analytical essay breaks down and interprets something, like an event, piece of literature, or artwork. This type of essay combines abstraction and personal viewpoints. Professional reviews of movies, TV shows, and albums are likely the most common form of analytical essays that people encounter in everyday life.
• Argumentative/Persuasive Essays : In an argumentative or persuasive essay, the essayist offers their opinion on a debatable topic and refutes opposing views. Their goal is to get the reader to agree with them. Argumentative/persuasive essays can be personal, factual, and even both at the same time. They can also be humorous or satirical; Jonathan Swift’s A Modest Proposal is a satirical essay arguing that the best way for Irish people to get out of poverty is to sell their children to rich people as a food source.
• Descriptive Essays : In a descriptive essay, the essayist describes something, someone, or an event in great detail. The essay’s subject can be something concrete, meaning it can be experienced with any or all of the five senses, or abstract, meaning it can’t be interacted with in a physical sense.
• Expository Essay : An expository essay is a factual piece of writing that explains a particular concept or issue. Investigative journalists often write expository essays in their beat, and things like manuals or how-to guides are also written in an expository style.
• Narrative/Personal : In a narrative or personal essay, the essayist tells a story, which is usually a recounting of a personal event. Narrative and personal essays may attempt to support a moral or lesson. People are often most familiar with this category as many writers and celebrities frequently publish essay collections.

Notable Essayists

• James Baldwin, “ Notes of a Native Son ”
• Joan Didion, “ Goodbye To All That ”
• George Orwell, “ Shooting an Elephant ”
• Ralph Waldo Emerson, “ Self-Reliance ”
• Virginia Woolf, " Three Guineas "

Examples of Literary Essays

1. Michel De Montaigne, “Of Presumption”

De Montaigne’s essay explores multiple topics, including his reasons for writing essays, his dissatisfaction with contemporary education, and his own victories and failings. As the father of the essay, Montaigne details characteristics of what he thinks an essay should be. His writing has a stream-of-consciousness organization that doesn’t follow a structure, and he expresses the importance of looking inward at oneself, pointing to the essay’s personal nature.

2. Virginia Woolf, “A Room of One’s Own”

Woolf’s feminist essay, written from the perspective of an unknown, fictional woman, argues that sexism keeps women from fully realizing their potential. Woolf posits that a woman needs only an income and a room of her own to express her creativity. The fictional persona Woolf uses is meant to teach the reader a greater truth: making both literal and metaphorical space for women in the world is integral to their success and wellbeing.

3. James Baldwin, “Everybody’s Protest Novel”

In this essay, Baldwin argues that Harriet Beecher Stowe’s novel Uncle Tom’s Cabin doesn’t serve the black community the way his contemporaries thought it did. He points out that it equates “goodness” with how well-assimilated the black characters are in white culture:

Uncle Tom’s Cabin is a very bad novel, having, in its self-righteous, virtuous sentimentality, much in common with Little Women. Sentimentality […] is the mark of dishonesty, the inability to feel; […] and it is always, therefore, the signal of secret and violent inhumanity, the mask of cruelty.

This essay is both analytical and argumentative. Baldwin analyzes the novel and argues against those who champion it.

Further Resources on Essays

Top Writing Tips offers an in-depth history of the essay.

The Harvard Writing Center offers tips on outlining an essay.

We at SuperSummary have an excellent essay writing resource guide .

Related Terms

• Academic Essay
• Argumentative Essay
• Expository Essay
• Narrative Essay
• Persuasive Essay

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Definition of essay noun from the Oxford Advanced American Dictionary

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Why the Pandemic Probably Started in a Lab, in 5 Key Points

By Alina Chan

Dr. Chan is a molecular biologist at the Broad Institute of M.I.T. and Harvard, and a co-author of “Viral: The Search for the Origin of Covid-19.”

This article has been updated to reflect news developments.

On Monday, Dr. Anthony Fauci returned to the halls of Congress and testified before the House subcommittee investigating the Covid-19 pandemic. He was questioned about several topics related to the government’s handling of Covid-19, including how the National Institute of Allergy and Infectious Diseases, which he directed until retiring in 2022, supported risky virus work at a Chinese institute whose research may have caused the pandemic.

For more than four years, reflexive partisan politics have derailed the search for the truth about a catastrophe that has touched us all. It has been estimated that at least 25 million people around the world have died because of Covid-19, with over a million of those deaths in the United States.

Although how the pandemic started has been hotly debated, a growing volume of evidence — gleaned from public records released under the Freedom of Information Act, digital sleuthing through online databases, scientific papers analyzing the virus and its spread, and leaks from within the U.S. government — suggests that the pandemic most likely occurred because a virus escaped from a research lab in Wuhan, China. If so, it would be the most costly accident in the history of science.

Here’s what we now know:

1 The SARS-like virus that caused the pandemic emerged in Wuhan, the city where the world’s foremost research lab for SARS-like viruses is located.

• At the Wuhan Institute of Virology, a team of scientists had been hunting for SARS-like viruses for over a decade, led by Shi Zhengli.
• Their research showed that the viruses most similar to SARS‑CoV‑2, the virus that caused the pandemic, circulate in bats that live r oughly 1,000 miles away from Wuhan. Scientists from Dr. Shi’s team traveled repeatedly to Yunnan province to collect these viruses and had expanded their search to Southeast Asia. Bats in other parts of China have not been found to carry viruses that are as closely related to SARS-CoV-2.

The closest known relatives to SARS-CoV-2 were found in southwestern China and in Laos.

Large cities

Mine in Yunnan province

Cave in Laos

South China Sea

The closest known relatives to SARS-CoV-2

were found in southwestern China and in Laos.

philippines

The closest known relatives to SARS-CoV-2 were found

in southwestern China and Laos.

Sources: Sarah Temmam et al., Nature; SimpleMaps

Note: Cities shown have a population of at least 200,000.

There are hundreds of large cities in China and Southeast Asia.

There are hundreds of large cities in China

and Southeast Asia.

The pandemic started roughly 1,000 miles away, in Wuhan, home to the world’s foremost SARS-like virus research lab.

The pandemic started roughly 1,000 miles away,

in Wuhan, home to the world’s foremost SARS-like virus research lab.

The pandemic started roughly 1,000 miles away, in Wuhan,

home to the world’s foremost SARS-like virus research lab.

• Even at hot spots where these viruses exist naturally near the cave bats of southwestern China and Southeast Asia, the scientists argued, as recently as 2019 , that bat coronavirus spillover into humans is rare .
• When the Covid-19 outbreak was detected, Dr. Shi initially wondered if the novel coronavirus had come from her laboratory , saying she had never expected such an outbreak to occur in Wuhan.
• The SARS‑CoV‑2 virus is exceptionally contagious and can jump from species to species like wildfire . Yet it left no known trace of infection at its source or anywhere along what would have been a thousand-mile journey before emerging in Wuhan.

2 The year before the outbreak, the Wuhan institute, working with U.S. partners, had proposed creating viruses with SARS‑CoV‑2’s defining feature.

• Dr. Shi’s group was fascinated by how coronaviruses jump from species to species. To find viruses, they took samples from bats and other animals , as well as from sick people living near animals carrying these viruses or associated with the wildlife trade. Much of this work was conducted in partnership with the EcoHealth Alliance, a U.S.-based scientific organization that, since 2002, has been awarded over $80 million in federal funding to research the risks of emerging infectious diseases.
• The laboratory pursued risky research that resulted in viruses becoming more infectious : Coronaviruses were grown from samples from infected animals and genetically reconstructed and recombined to create new viruses unknown in nature. These new viruses were passed through cells from bats, pigs, primates and humans and were used to infect civets and humanized mice (mice modified with human genes). In essence, this process forced these viruses to adapt to new host species, and the viruses with mutations that allowed them to thrive emerged as victors.
• By 2019, Dr. Shi’s group had published a database describing more than 22,000 collected wildlife samples. But external access was shut off in the fall of 2019, and the database was not shared with American collaborators even after the pandemic started , when such a rich virus collection would have been most useful in tracking the origin of SARS‑CoV‑2. It remains unclear whether the Wuhan institute possessed a precursor of the pandemic virus.
• In 2021, The Intercept published a leaked 2018 grant proposal for a research project named Defuse , which had been written as a collaboration between EcoHealth, the Wuhan institute and Ralph Baric at the University of North Carolina, who had been on the cutting edge of coronavirus research for years. The proposal described plans to create viruses strikingly similar to SARS‑CoV‑2.
• Coronaviruses bear their name because their surface is studded with protein spikes, like a spiky crown, which they use to enter animal cells. T he Defuse project proposed to search for and create SARS-like viruses carrying spikes with a unique feature: a furin cleavage site — the same feature that enhances SARS‑CoV‑2’s infectiousness in humans, making it capable of causing a pandemic. Defuse was never funded by the United States . However, in his testimony on Monday, Dr. Fauci explained that the Wuhan institute would not need to rely on U.S. funding to pursue research independently.

The Wuhan lab ran risky experiments to learn about how SARS-like viruses might infect humans.

1. Collect SARS-like viruses from bats and other wild animals, as well as from people exposed to them.

2. Identify high-risk viruses by screening for spike proteins that facilitate infection of human cells.

2. Identify high-risk viruses by screening for spike proteins that facilitate infection of

human cells.

In Defuse, the scientists proposed to add a furin cleavage site to the spike protein.

3. Create new coronaviruses by inserting spike proteins or other features that could make the viruses more infectious in humans.

4. Infect human cells, civets and humanized mice with the new coronaviruses, to determine how dangerous they might be.

• While it’s possible that the furin cleavage site could have evolved naturally (as seen in some distantly related coronaviruses), out of the hundreds of SARS-like viruses cataloged by scientists, SARS‑CoV‑2 is the only one known to possess a furin cleavage site in its spike. And the genetic data suggest that the virus had only recently gained the furin cleavage site before it started the pandemic.
• Ultimately, a never-before-seen SARS-like virus with a newly introduced furin cleavage site, matching the description in the Wuhan institute’s Defuse proposal, caused an outbreak in Wuhan less than two years after the proposal was drafted.
• When the Wuhan scientists published their seminal paper about Covid-19 as the pandemic roared to life in 2020, they did not mention the virus’s furin cleavage site — a feature they should have been on the lookout for, according to their own grant proposal, and a feature quickly recognized by other scientists.
• Worse still, as the pandemic raged, their American collaborators failed to publicly reveal the existence of the Defuse proposal. The president of EcoHealth, Peter Daszak, recently admitted to Congress that he doesn’t know about virus samples collected by the Wuhan institute after 2015 and never asked the lab’s scientists if they had started the work described in Defuse. In May, citing failures in EcoHealth’s monitoring of risky experiments conducted at the Wuhan lab, the Biden administration suspended all federal funding for the organization and Dr. Daszak, and initiated proceedings to bar them from receiving future grants. In his testimony on Monday, Dr. Fauci said that he supported the decision to suspend and bar EcoHealth.
• Separately, Dr. Baric described the competitive dynamic between his research group and the institute when he told Congress that the Wuhan scientists would probably not have shared their most interesting newly discovered viruses with him . Documents and email correspondence between the institute and Dr. Baric are still being withheld from the public while their release is fiercely contested in litigation.
• In the end, American partners very likely knew of only a fraction of the research done in Wuhan. According to U.S. intelligence sources, some of the institute’s virus research was classified or conducted with or on behalf of the Chinese military . In the congressional hearing on Monday, Dr. Fauci repeatedly acknowledged the lack of visibility into experiments conducted at the Wuhan institute, saying, “None of us can know everything that’s going on in China, or in Wuhan, or what have you. And that’s the reason why — I say today, and I’ve said at the T.I.,” referring to his transcribed interview with the subcommittee, “I keep an open mind as to what the origin is.”

3 The Wuhan lab pursued this type of work under low biosafety conditions that could not have contained an airborne virus as infectious as SARS‑CoV‑2.

• Labs working with live viruses generally operate at one of four biosafety levels (known in ascending order of stringency as BSL-1, 2, 3 and 4) that describe the work practices that are considered sufficiently safe depending on the characteristics of each pathogen. The Wuhan institute’s scientists worked with SARS-like viruses under inappropriately low biosafety conditions .

In the United States, virologists generally use stricter Biosafety Level 3 protocols when working with SARS-like viruses.

Biosafety cabinets prevent

viral particles from escaping.

Viral particles

Personal respirators provide

a second layer of defense against breathing in the virus.

DIRECT CONTACT

Gloves prevent skin contact.

Disposable wraparound

gowns cover much of the rest of the body.

Personal respirators provide a second layer of defense against breathing in the virus.

Disposable wraparound gowns

cover much of the rest of the body.

Note: ​​Biosafety levels are not internationally standardized, and some countries use more permissive protocols than others.

The Wuhan lab had been regularly working with SARS-like viruses under Biosafety Level 2 conditions, which could not prevent a highly infectious virus like SARS-CoV-2 from escaping.

Some work is done in the open air, and masks are not required.

Less protective equipment provides more opportunities

for contamination.

Some work is done in the open air,

and masks are not required.

Less protective equipment provides more opportunities for contamination.

• In one experiment, Dr. Shi’s group genetically engineered an unexpectedly deadly SARS-like virus (not closely related to SARS‑CoV‑2) that exhibited a 10,000-fold increase in the quantity of virus in the lungs and brains of humanized mice . Wuhan institute scientists handled these live viruses at low biosafet y levels , including BSL-2.
• Even the much more stringent containment at BSL-3 cannot fully prevent SARS‑CoV‑2 from escaping . Two years into the pandemic, the virus infected a scientist in a BSL-3 laboratory in Taiwan, which was, at the time, a zero-Covid country. The scientist had been vaccinated and was tested only after losing the sense of smell. By then, more than 100 close contacts had been exposed. Human error is a source of exposure even at the highest biosafety levels , and the risks are much greater for scientists working with infectious pathogens at low biosafety.
• An early draft of the Defuse proposal stated that the Wuhan lab would do their virus work at BSL-2 to make it “highly cost-effective.” Dr. Baric added a note to the draft highlighting the importance of using BSL-3 to contain SARS-like viruses that could infect human cells, writing that “U.S. researchers will likely freak out.” Years later, after SARS‑CoV‑2 had killed millions, Dr. Baric wrote to Dr. Daszak : “I have no doubt that they followed state determined rules and did the work under BSL-2. Yes China has the right to set their own policy. You believe this was appropriate containment if you want but don’t expect me to believe it. Moreover, don’t insult my intelligence by trying to feed me this load of BS.”
• SARS‑CoV‑2 is a stealthy virus that transmits effectively through the air, causes a range of symptoms similar to those of other common respiratory diseases and can be spread by infected people before symptoms even appear. If the virus had escaped from a BSL-2 laboratory in 2019, the leak most likely would have gone undetected until too late.
• One alarming detail — leaked to The Wall Street Journal and confirmed by current and former U.S. government officials — is that scientists on Dr. Shi’s team fell ill with Covid-like symptoms in the fall of 2019 . One of the scientists had been named in the Defuse proposal as the person in charge of virus discovery work. The scientists denied having been sick .

4 The hypothesis that Covid-19 came from an animal at the Huanan Seafood Market in Wuhan is not supported by strong evidence.

• In December 2019, Chinese investigators assumed the outbreak had started at a centrally located market frequented by thousands of visitors daily. This bias in their search for early cases meant that cases unlinked to or located far away from the market would very likely have been missed. To make things worse, the Chinese authorities blocked the reporting of early cases not linked to the market and, claiming biosafety precautions, ordered the destruction of patient samples on January 3, 2020, making it nearly impossible to see the complete picture of the earliest Covid-19 cases. Information about dozens of early cases from November and December 2019 remains inaccessible.
• A pair of papers published in Science in 2022 made the best case for SARS‑CoV‑2 having emerged naturally from human-animal contact at the Wuhan market by focusing on a map of the early cases and asserting that the virus had jumped from animals into humans twice at the market in 2019. More recently, the two papers have been countered by other virologists and scientists who convincingly demonstrate that the available market evidence does not distinguish between a human superspreader event and a natural spillover at the market.
• Furthermore, the existing genetic and early case data show that all known Covid-19 cases probably stem from a single introduction of SARS‑CoV‑2 into people, and the outbreak at the Wuhan market probably happened after the virus had already been circulating in humans.

An analysis of SARS-CoV-2’s evolutionary tree shows how the virus evolved as it started to spread through humans.

SARS-COV-2 Viruses closest

to bat coronaviruses

more mutations

Source: Lv et al., Virus Evolution (2024) , as reproduced by Jesse Bloom

The viruses that infected people linked to the market were most likely not the earliest form of the virus that started the pandemic.

• Not a single infected animal has ever been confirmed at the market or in its supply chain. Without good evidence that the pandemic started at the Huanan Seafood Market, the fact that the virus emerged in Wuhan points squarely at its unique SARS-like virus laboratory.

5 Key evidence that would be expected if the virus had emerged from the wildlife trade is still missing.

In previous outbreaks of coronaviruses, scientists were able to demonstrate natural origin by collecting multiple pieces of evidence linking infected humans to infected animals.

Infected animals

Earliest known

cases exposed to

live animals

Antibody evidence

of animals and

animal traders having

been infected

Ancestral variants

of the virus found in

Documented trade

of host animals

between the area

where bats carry

closely related viruses

and the outbreak site

Infected animals found

Earliest known cases exposed to live animals

Antibody evidence of animals and animal

traders having been infected

Ancestral variants of the virus found in animals

Documented trade of host animals

between the area where bats carry closely

related viruses and the outbreak site

For SARS-CoV-2, these same key pieces of evidence are still missing , more than four years after the virus emerged.

For SARS-CoV-2, these same key pieces of evidence are still missing ,

more than four years after the virus emerged.

• Despite the intense search trained on the animal trade and people linked to the market, investigators have not reported finding any animals infected with SARS‑CoV‑2 that had not been infected by humans. Yet, infected animal sources and other connective pieces of evidence were found for the earlier SARS and MERS outbreaks as quickly as within a few days, despite the less advanced viral forensic technologies of two decades ago.
• Even though Wuhan is the home base of virus hunters with world-leading expertise in tracking novel SARS-like viruses, investigators have either failed to collect or report key evidence that would be expected if Covid-19 emerged from the wildlife trade . For example, investigators have not determined that the earliest known cases had exposure to intermediate host animals before falling ill. No antibody evidence shows that animal traders in Wuhan are regularly exposed to SARS-like viruses, as would be expected in such situations.
• With today’s technology, scientists can detect how respiratory viruses — including SARS, MERS and the flu — circulate in animals while making repeated attempts to jump across species . Thankfully, these variants usually fail to transmit well after crossing over to a new species and tend to die off after a small number of infections. In contrast, virologists and other scientists agree that SARS‑CoV‑2 required little to no adaptation to spread rapidly in humans and other animals . The virus appears to have succeeded in causing a pandemic upon its only detected jump into humans.

The pandemic could have been caused by any of hundreds of virus species, at any of tens of thousands of wildlife markets, in any of thousands of cities, and in any year. But it was a SARS-like coronavirus with a unique furin cleavage site that emerged in Wuhan, less than two years after scientists, sometimes working under inadequate biosafety conditions, proposed collecting and creating viruses of that same design.

While several natural spillover scenarios remain plausible, and we still don’t know enough about the full extent of virus research conducted at the Wuhan institute by Dr. Shi’s team and other researchers, a laboratory accident is the most parsimonious explanation of how the pandemic began.

Given what we now know, investigators should follow their strongest leads and subpoena all exchanges between the Wuhan scientists and their international partners, including unpublished research proposals, manuscripts, data and commercial orders. In particular, exchanges from 2018 and 2019 — the critical two years before the emergence of Covid-19 — are very likely to be illuminating (and require no cooperation from the Chinese government to acquire), yet they remain beyond the public’s view more than four years after the pandemic began.

Whether the pandemic started on a lab bench or in a market stall, it is undeniable that U.S. federal funding helped to build an unprecedented collection of SARS-like viruses at the Wuhan institute, as well as contributing to research that enhanced them . Advocates and funders of the institute’s research, including Dr. Fauci, should cooperate with the investigation to help identify and close the loopholes that allowed such dangerous work to occur. The world must not continue to bear the intolerable risks of research with the potential to cause pandemics .

A successful investigation of the pandemic’s root cause would have the power to break a decades-long scientific impasse on pathogen research safety, determining how governments will spend billions of dollars to prevent future pandemics. A credible investigation would also deter future acts of negligence and deceit by demonstrating that it is indeed possible to be held accountable for causing a viral pandemic. Last but not least, people of all nations need to see their leaders — and especially, their scientists — heading the charge to find out what caused this world-shaking event. Restoring public trust in science and government leadership requires it.

A thorough investigation by the U.S. government could unearth more evidence while spurring whistleblowers to find their courage and seek their moment of opportunity. It would also show the world that U.S. leaders and scientists are not afraid of what the truth behind the pandemic may be.

More on how the pandemic may have started

Where Did the Coronavirus Come From? What We Already Know Is Troubling.

Even if the coronavirus did not emerge from a lab, the groundwork for a potential disaster had been laid for years, and learning its lessons is essential to preventing others.

By Zeynep Tufekci

Why Does Bad Science on Covid’s Origin Get Hyped?

If the raccoon dog was a smoking gun, it fired blanks.

By David Wallace-Wells

A Plea for Making Virus Research Safer

A way forward for lab safety.

By Jesse Bloom

The Times is committed to publishing a diversity of letters to the editor. We’d like to hear what you think about this or any of our articles. Here are some tips . And here’s our email: [email protected] .

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Alina Chan ( @ayjchan ) is a molecular biologist at the Broad Institute of M.I.T. and Harvard, and a co-author of “ Viral : The Search for the Origin of Covid-19.” She was a member of the Pathogens Project , which the Bulletin of the Atomic Scientists organized to generate new thinking on responsible, high-risk pathogen research.

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A Modi Win Will Only Mean More Trouble for Indian Muslims

M ore than two years have passed since a picture of me, picked up from my personal social media handles, was put up with a price tag for auction on the internet. It was part of a website called Bulli Bai , a religious slur used for Muslim women in India. 

Why was I targeted? Likely because of my reporting. The perpetrators wanted to shame and humiliate a journalist who was determined to expose the failures of the ruling Hindu nationalist Bharatiya Janata Party’s gender, caste, and religion-based violence. But more importantly, they wanted to shut up a Muslim woman who had dared to be vocal in Modi’s India.

When the photo was posted, I wondered how the main perpetrator , a 21-year-old student from Assam, who created Bulli Bai could be so consumed by his hatred that he felt compelled to auction Muslim women online for their outspoken criticism of the BJP—journalists, social workers, actors, and politicians. A recent meeting with my lawyer about my case against the Bulli Bai creators, who are still being investigated by the Delhi police, was a painful reminder of the targeted harassment faced by outspoken Muslim voices critical of the ruling BJP. 

As the ongoing election in India is set to finish on June 1, it has once again offered deeper insight into how political dialogue is fueling this culture of hate. 

Particularly, the political campaign of Prime Minister Narendra Modi’s BJP has leaned into anti-Muslim sentiment, progressively making Islamophobia one of the defining features of this election.

It was most prominently on display when Modi, in a thinly veiled reference to Muslims, referred to the 200 million Indian Muslim population as “infiltrators” at a BJP campaign rally while addressing voters in the Western state of Rajasthan on April 21. The Prime Minister also accused the opposition Congress party of planning to distribute the country’s wealth to Muslims.

Modi, in his speech, asked, “Earlier, when his [ former Prime Minister and Congress Party member Manmohan Singh’s] government was in power , he had said that Muslims have the first right on the country’s property, which means who they will collect this property and distribute it to—those who have more children, will distribute it to the infiltrators. Will the money of your hard work be given to the infiltrators? Do you approve of this?”

Read More: How India’s Hindu Nationalists Are Weaponizing History Against Muslims

This 2006 statement by former Prime Minister Manmohan Singh emphasizing that minorities, particularly Muslims , should have the first claim on resources to help uplift their socio-economic status, has been often quoted out of context in political rhetoric, distorting its original intent to uplift marginalized communities.

The reemergence of conspiracy theories like “Love Jihad,” alleging a covert agenda by Muslim men to ensnare and convert Hindu women, by Modi, has surged back into public attention, prominently surfacing at an election rally on May 28, days before the seventh and last phase of the ongoing elections, in the Eastern state of Jharkhand . 

The alarming rhetoric about Muslim population growth too have dominated the election discourse, fueled by the BJP's top leader, Modi, who has been criticized for his Islamophobic remarks, evoking memories of Gujarat's 2002 riots. While he later denied singling out Muslims in an interview with an Indian news channel, his history of linking them to population growth fuels a Hindu-majoritarian conspiracy theory.

Following the 2002 anti-Muslim riots in Gujarat during his tenure as chief minister, Modi faced scrutiny regarding his administration's lack of assistance to relief camps, predominantly established by non-profit organizations and Muslim communities. During a campaign rally, Modi then insinuated that these camps might transform into "baby factories," implying that Muslims could potentially have families as large as 25 children.

In his Jharkhand rally in May of this year, Modi spoke of "unseen enemies" working to divide society and claimed that the opposition parties were playing into the hands of “infiltrators”. He warned against "Zalim (cruel) love," alluding to Love Jihad. 

As the elections progressed, Modi’s speeches transformed slowly from issues such as “development” to anti-Muslim rhetoric. Unlike previous elections, Modi's campaign strategy this time has shifted towards overt Hindu-Muslim politics, drawing attention to his past record and raising concerns among Indian Muslims, as evidenced by the Election Commission's intervention in a campaign video by the BJP inciting hatred against Muslims. 

The video, shared by BJP Karnataka wing with a cautionary message in Kannada, depicted a cartoon version of Congress’s Rahul Gandhi placing an egg marked "Muslims" into a nest alongside smaller eggs labeled with categories such as "Scheduled Castes," "Scheduled Tribes," and "Other Backward Castes.” The narrative unfolds as the "Muslim" hatchling is shown being nourished with financial resources, eventually growing larger and displacing the other hatchlings from the nest—implying that a Congress government will give away all resources to Muslims. 

This came days after another animated video shared by the BJP’s official Instagram handle was removed on May 1 after a large number of users of the platform reported the video for “false information” and “hate speech.” The video repeats the BJP’s rhetoric on the Congress party, who they allege are“empowering people who belong to the very same community [of] invaders, terrorists, robbers and thieves [who] used to loot all our treasures” while the voice-over says, “If Congress comes to power, it will snatch all the money and wealth from non-Muslims and distribute them among Muslims, their favorite community.” 

Despite its controversial content, the video amassed over 100 thousand likes before being removed.

Both videos come after claims by Modi during his campaign speeches that Congress was planning to “steal” reservations in educational institutes and government jobs among other benefits from Scheduled Castes, Scheduled Tribes, and Other Backward Castes and redistribute them to Muslims.

Modi may be the foremost leader, but he's not alone in setting the tone; other top-tier BJP leaders are also walking in his footsteps. Home Affairs Minister Amit Shah's remarks linking voting for the Congress party to "jihad" in the South Indian state of Telangana have also stirred controversy.

Read More: The Modi-fication of India Is Almost Complete

The India Hate Lab, a Washington D.C.-based group that documents hate speech against India’s religious minorities, in its report of 2023 paints a grim picture of rising hate speech incidents against Muslims, totaling 668 documented cases. 

These incidents, often featuring calls for violence and spreading divisive theories, were predominantly concentrated in regions governed by the BJP, particularly during key election periods like in Rajasthan, Madhya Pradesh, Telangana, and Chhattisgarh. Additionally, the report highlighted stark differences in hate speech content between BJP and non-BJP-governed areas, with BJP leaders more frequently involved in non-BJP territories as they strive to expand political footholds.

When leaders resort to fear-mongering, it legitimizes the dehumanization of minorities, creating a fertile ground for extremists. This often isn’t just about one app or incident. It’s about the pervasive atmosphere of intolerance that such rhetoric by the BJP leaders breeds. And those who oppose this type of hate speech want to ensure that no one—regardless of their faith, gender, or caste—has to live in fear of being targeted for who they are. 

Modi’s statement received widespread criticism from the opposition, the intelligentsia community including authors, writers, scholars, academics, and the minority Muslim population of India. The Congress party even filed a complaint with the Election Commission, alleging that Modi's remarks violate electoral laws that prohibit appeals to religious sentiments. Despite public outcry and demands from activists and citizens for action, the Election Commission has so far taken no appropriate action. 

Modi's Islamophobic statements, which have fueled fears over and over again among India's Muslim population, must be viewed within the broader context of his party's strategies—which often invoke religious and communal sentiments to galvanize their voter base. And this time, the aim is to break all previous records by securing 400 plus seats in the 543 seat parliament.

If the BJP is able to secure such a huge majority in the parliament, Hindu majoritarianism will remain unchecked. The hostility towards the minorities could escalate even more, and opposition parties may bear the brunt of state agencies and crackdowns if they ask questions. 

During Modi’s previous terms, Muslims have seen an increased marginalization and discrimination fueled by Hindu nationalist agendas—ranging from difficulty in securing a rented accommodation in urban cities, erasure of Muslim names from roads, cities and railway stations, to the underrepresentation in government jobs and discrimination and vandalism of shops of small Muslim vendors. 

Today, India, a country which once took pride in its ganga-jamuni tehzeeb —a term used to refer to the fusion of Hindu-Muslim cultures—has become a global epicenter of divisive politics. While elections will come and go, the impact of the irresponsible words of Modi and the BJP will stay with the 200 million plus Muslims in the country.

These words have real and dangerous implications for the safety and security of India's Muslim population. Muslims in India currently face increased social ostracism, economic boycotts, and even physical violence. And another victory with an overwhelming majority will only mean more trouble.

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• Personal Essay

Why the Puerto Rican Day Parade Matters This Summer More Than Ever

New York City's annual Puerto Rican Day Parade is almost upon us, and it's incredible that almost seven decades have passed since the parade's inception. But it's also hard for me to imagine a time without it — the Puerto Rican community's contributions to New York are that intrinsic. In every neighborhood, in every barrio, on every block in this city of 18 million people, if you look hard enough, you'll see our influence — from the corner bodegas to the salsa blaring from passing cars to the flags hanging from power lines or draped from windows. We're a prideful people, and the parade celebrates that pride.

But I have to be honest: I can count on one hand the amount of times I've actually attended the parade, which falls on Puerto Rican weekend. That doesn't mean the parade has become less important to me. On the contrary, I think the Puerto Rican Day Parade might just be more meaningful than ever — for me and most Boricuas.

The Puerto Rican parade has always been political in nature. In fact, it originated with a different parade altogether, the Hispanic Day Parade. However, in 1958, buoyed by the waves of Puerto Rican immigration to New York City and the burgeoning desire among the community to have the unique aspects of their culture represented and celebrated, the Puerto Rican Day Parade was born. The impact of this cannot be understated. After the collapse of the island's agricultural infrastructure in the aftermath of World War II, many Boricuas were forced to leave the island in search of employment and a better life. Instead, they found themselves crammed into NYC tenement apartments in crime-addled neighborhoods where poverty abounded. The parade not only gave the community an opportunity to focus on the positive and inspiring aspects of Puerto Rican culture, but it also forced city officials to acknowledge the rapidly growing social and political power of Puerto Ricans.

My grandparents were a part of that influx. My mother still remembers how the elders would get the kids up at the crack of dawn on that second Sunday in June to make the trip over to Fifth Avenue. They would line up along the curb with pots of food and snacks and wait hours for the parade to begin. It was that important to Puerto Rican communities living in NYC.

But for me, the parade has never been the main event, at least not the Fifth Avenue one. Instead, I have always viewed it as a fixed center that takes place every second weekend of June, from which all kinds of events and celebrations of Puerto Rican culture radiate. There's my personal favorite, the festival on 116th, the Saturday before the parade, where the streets are closed to traffic and pedestrians can take in the sounds, smells, and tastes that are unique to the island, complete with local Boricuas putting on impromptu stoop-side jam sessions. Then, of course, there's the club scene, where NYC-based artists and island-bred performers get a chance to rock stages across the five boroughs.

As a kid, the promise of all these options had me looking forward to Puerto Rican weekend all year round. I remember going to the Fifth Avenue parade with cousins, decked out in flags and bandanas — one cousin even used markers to turn a plain white tank into a celebration of our pride. As I got older, the parade on Knickerbocker Avenue in Bushwick became my preferred destination. You could usually catch me standing on the corner of Bleecker Street in a pair of limited-edition Air Force 1s that featured the Puerto Rican flag, an alcapurria from La Isla Cuchifrito in hand. Meanwhile, back in the apartment, my parents would have the main parade playing on the TV while they ate breakfast, sipped coffee, and beamed with pride. From the streets below, flags mounted on car antennas would wave proudly in the breeze, and car horns would blare in acknowledgment as cries of "Boricua" rose high above the traffic. This was the real main event, the energy reverberating on every city corner. If you didn't go to the parade — and even if you didn't watch it on TV — the parade would find you. You would know that you were a part of something so much bigger — that even if you didn't speak Spanish, even if you didn't dance salsa, you were still a part of a people that had crossed oceans to find a better life and, through the merit of their culture, enriched the lives and the city around them.

But as time passed, the number of Puerto Rican flags in my neighborhood began to dwindle. The noise that once accompanied our raucous celebrations of Puerto Rican pride became fainter, the parties fewer and further between. The cement stoops that had once been host to our barbecues became condos, silent towers of glass and steel that no longer told our story. The city even tried to remove the "Avenue of Puerto Rico" sign that has proudly hung on Graham Avenue in Brooklyn for decades. This is the aftermath of gentrification, which is all too often marketed under the banner of urban renewal to divert attention away from the true displacement and cultural erosion that are its byproducts. It's also not a new phenomenon. The San Juan Hill neighborhood of Manhattan once gave rise to a hotbed of Black and Puerto Rican talent, including Thelonious Monk and Arturo Alfonso Schomburg. Today, the neighborhood is no more. Instead, we call it Lincoln Center.

So, as rents rise and more Puerto Ricans pack up and move away, the Puerto Rican Day Parade and the many accompanying celebrations serve as an important reminder — not only of how far we've come and what we've achieved, but that we're still here. Sure, maybe there aren't as many of us. But our voices are still powerful when raised in unison. And they don't get any louder than during that second weekend in June when we get to remind the world of everything our little island has done, pa' que tú lo sepa.

Miguel Machado is a journalist with expertise in the intersection of Latine identity and culture. He does everything from exclusive interviews with Latin music artists to opinion pieces on issues that are relevant to the community, personal essays tied to his Latinidad, and thought pieces and features relating to Puerto Rico and Puerto Rican culture.

The state of AI in early 2024: Gen AI adoption spikes and starts to generate value

If 2023 was the year the world discovered generative AI (gen AI) , 2024 is the year organizations truly began using—and deriving business value from—this new technology. In the latest McKinsey Global Survey  on AI, 65 percent of respondents report that their organizations are regularly using gen AI, nearly double the percentage from our previous survey just ten months ago. Respondents’ expectations for gen AI’s impact remain as high as they were last year , with three-quarters predicting that gen AI will lead to significant or disruptive change in their industries in the years ahead.

About the authors

This article is a collaborative effort by Alex Singla , Alexander Sukharevsky , Lareina Yee , and Michael Chui , with Bryce Hall , representing views from QuantumBlack, AI by McKinsey, and McKinsey Digital.

Organizations are already seeing material benefits from gen AI use, reporting both cost decreases and revenue jumps in the business units deploying the technology. The survey also provides insights into the kinds of risks presented by gen AI—most notably, inaccuracy—as well as the emerging practices of top performers to mitigate those challenges and capture value.

AI adoption surges

Interest in generative AI has also brightened the spotlight on a broader set of AI capabilities. For the past six years, AI adoption by respondents’ organizations has hovered at about 50 percent. This year, the survey finds that adoption has jumped to 72 percent (Exhibit 1). And the interest is truly global in scope. Our 2023 survey found that AI adoption did not reach 66 percent in any region; however, this year more than two-thirds of respondents in nearly every region say their organizations are using AI. 1 Organizations based in Central and South America are the exception, with 58 percent of respondents working for organizations based in Central and South America reporting AI adoption. Looking by industry, the biggest increase in adoption can be found in professional services. 2 Includes respondents working for organizations focused on human resources, legal services, management consulting, market research, R&D, tax preparation, and training.

Also, responses suggest that companies are now using AI in more parts of the business. Half of respondents say their organizations have adopted AI in two or more business functions, up from less than a third of respondents in 2023 (Exhibit 2).

Gen AI adoption is most common in the functions where it can create the most value

Most respondents now report that their organizations—and they as individuals—are using gen AI. Sixty-five percent of respondents say their organizations are regularly using gen AI in at least one business function, up from one-third last year. The average organization using gen AI is doing so in two functions, most often in marketing and sales and in product and service development—two functions in which previous research  determined that gen AI adoption could generate the most value 3 “ The economic potential of generative AI: The next productivity frontier ,” McKinsey, June 14, 2023. —as well as in IT (Exhibit 3). The biggest increase from 2023 is found in marketing and sales, where reported adoption has more than doubled. Yet across functions, only two use cases, both within marketing and sales, are reported by 15 percent or more of respondents.

Gen AI also is weaving its way into respondents’ personal lives. Compared with 2023, respondents are much more likely to be using gen AI at work and even more likely to be using gen AI both at work and in their personal lives (Exhibit 4). The survey finds upticks in gen AI use across all regions, with the largest increases in Asia–Pacific and Greater China. Respondents at the highest seniority levels, meanwhile, show larger jumps in the use of gen Al tools for work and outside of work compared with their midlevel-management peers. Looking at specific industries, respondents working in energy and materials and in professional services report the largest increase in gen AI use.

Investments in gen AI and analytical AI are beginning to create value

The latest survey also shows how different industries are budgeting for gen AI. Responses suggest that, in many industries, organizations are about equally as likely to be investing more than 5 percent of their digital budgets in gen AI as they are in nongenerative, analytical-AI solutions (Exhibit 5). Yet in most industries, larger shares of respondents report that their organizations spend more than 20 percent on analytical AI than on gen AI. Looking ahead, most respondents—67 percent—expect their organizations to invest more in AI over the next three years.

Where are those investments paying off? For the first time, our latest survey explored the value created by gen AI use by business function. The function in which the largest share of respondents report seeing cost decreases is human resources. Respondents most commonly report meaningful revenue increases (of more than 5 percent) in supply chain and inventory management (Exhibit 6). For analytical AI, respondents most often report seeing cost benefits in service operations—in line with what we found last year —as well as meaningful revenue increases from AI use in marketing and sales.

Inaccuracy: The most recognized and experienced risk of gen AI use

As businesses begin to see the benefits of gen AI, they’re also recognizing the diverse risks associated with the technology. These can range from data management risks such as data privacy, bias, or intellectual property (IP) infringement to model management risks, which tend to focus on inaccurate output or lack of explainability. A third big risk category is security and incorrect use.

Respondents to the latest survey are more likely than they were last year to say their organizations consider inaccuracy and IP infringement to be relevant to their use of gen AI, and about half continue to view cybersecurity as a risk (Exhibit 7).

Conversely, respondents are less likely than they were last year to say their organizations consider workforce and labor displacement to be relevant risks and are not increasing efforts to mitigate them.

In fact, inaccuracy— which can affect use cases across the gen AI value chain , ranging from customer journeys and summarization to coding and creative content—is the only risk that respondents are significantly more likely than last year to say their organizations are actively working to mitigate.

Some organizations have already experienced negative consequences from the use of gen AI, with 44 percent of respondents saying their organizations have experienced at least one consequence (Exhibit 8). Respondents most often report inaccuracy as a risk that has affected their organizations, followed by cybersecurity and explainability.

Our previous research has found that there are several elements of governance that can help in scaling gen AI use responsibly, yet few respondents report having these risk-related practices in place. 4 “ Implementing generative AI with speed and safety ,” McKinsey Quarterly , March 13, 2024. For example, just 18 percent say their organizations have an enterprise-wide council or board with the authority to make decisions involving responsible AI governance, and only one-third say gen AI risk awareness and risk mitigation controls are required skill sets for technical talent.

Bringing gen AI capabilities to bear

The latest survey also sought to understand how, and how quickly, organizations are deploying these new gen AI tools. We have found three archetypes for implementing gen AI solutions : takers use off-the-shelf, publicly available solutions; shapers customize those tools with proprietary data and systems; and makers develop their own foundation models from scratch. 5 “ Technology’s generational moment with generative AI: A CIO and CTO guide ,” McKinsey, July 11, 2023. Across most industries, the survey results suggest that organizations are finding off-the-shelf offerings applicable to their business needs—though many are pursuing opportunities to customize models or even develop their own (Exhibit 9). About half of reported gen AI uses within respondents’ business functions are utilizing off-the-shelf, publicly available models or tools, with little or no customization. Respondents in energy and materials, technology, and media and telecommunications are more likely to report significant customization or tuning of publicly available models or developing their own proprietary models to address specific business needs.

Respondents most often report that their organizations required one to four months from the start of a project to put gen AI into production, though the time it takes varies by business function (Exhibit 10). It also depends upon the approach for acquiring those capabilities. Not surprisingly, reported uses of highly customized or proprietary models are 1.5 times more likely than off-the-shelf, publicly available models to take five months or more to implement.

Gen AI high performers are excelling despite facing challenges

Gen AI is a new technology, and organizations are still early in the journey of pursuing its opportunities and scaling it across functions. So it’s little surprise that only a small subset of respondents (46 out of 876) report that a meaningful share of their organizations’ EBIT can be attributed to their deployment of gen AI. Still, these gen AI leaders are worth examining closely. These, after all, are the early movers, who already attribute more than 10 percent of their organizations’ EBIT to their use of gen AI. Forty-two percent of these high performers say more than 20 percent of their EBIT is attributable to their use of nongenerative, analytical AI, and they span industries and regions—though most are at organizations with less than $1 billion in annual revenue. The AI-related practices at these organizations can offer guidance to those looking to create value from gen AI adoption at their own organizations.

To start, gen AI high performers are using gen AI in more business functions—an average of three functions, while others average two. They, like other organizations, are most likely to use gen AI in marketing and sales and product or service development, but they’re much more likely than others to use gen AI solutions in risk, legal, and compliance; in strategy and corporate finance; and in supply chain and inventory management. They’re more than three times as likely as others to be using gen AI in activities ranging from processing of accounting documents and risk assessment to R&D testing and pricing and promotions. While, overall, about half of reported gen AI applications within business functions are utilizing publicly available models or tools, gen AI high performers are less likely to use those off-the-shelf options than to either implement significantly customized versions of those tools or to develop their own proprietary foundation models.

What else are these high performers doing differently? For one thing, they are paying more attention to gen-AI-related risks. Perhaps because they are further along on their journeys, they are more likely than others to say their organizations have experienced every negative consequence from gen AI we asked about, from cybersecurity and personal privacy to explainability and IP infringement. Given that, they are more likely than others to report that their organizations consider those risks, as well as regulatory compliance, environmental impacts, and political stability, to be relevant to their gen AI use, and they say they take steps to mitigate more risks than others do.

Gen AI high performers are also much more likely to say their organizations follow a set of risk-related best practices (Exhibit 11). For example, they are nearly twice as likely as others to involve the legal function and embed risk reviews early on in the development of gen AI solutions—that is, to “ shift left .” They’re also much more likely than others to employ a wide range of other best practices, from strategy-related practices to those related to scaling.

In addition to experiencing the risks of gen AI adoption, high performers have encountered other challenges that can serve as warnings to others (Exhibit 12). Seventy percent say they have experienced difficulties with data, including defining processes for data governance, developing the ability to quickly integrate data into AI models, and an insufficient amount of training data, highlighting the essential role that data play in capturing value. High performers are also more likely than others to report experiencing challenges with their operating models, such as implementing agile ways of working and effective sprint performance management.

About the research

The online survey was in the field from February 22 to March 5, 2024, and garnered responses from 1,363 participants representing the full range of regions, industries, company sizes, functional specialties, and tenures. Of those respondents, 981 said their organizations had adopted AI in at least one business function, and 878 said their organizations were regularly using gen AI in at least one function. To adjust for differences in response rates, the data are weighted by the contribution of each respondent’s nation to global GDP.

Alex Singla and Alexander Sukharevsky  are global coleaders of QuantumBlack, AI by McKinsey, and senior partners in McKinsey’s Chicago and London offices, respectively; Lareina Yee  is a senior partner in the Bay Area office, where Michael Chui , a McKinsey Global Institute partner, is a partner; and Bryce Hall  is an associate partner in the Washington, DC, office.

They wish to thank Kaitlin Noe, Larry Kanter, Mallika Jhamb, and Shinjini Srivastava for their contributions to this work.

This article was edited by Heather Hanselman, a senior editor in McKinsey’s Atlanta office.

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