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Research Worksheets and Handouts

  • Getting Started
  • Evaluating Sources
  • General Research

Getting Started Having trouble getting your research rolling? These handouts and worksheets can get you past that initial hurdle.

Topic Identification worksheet (pdf) This graphic organizer will help you understand your assignment, identify and focus your topic, create a search strategy and find sources in 6 easy steps! For more information about research topics, visit www.codlrc.org/research101/topics

Developing Your Research Question (pdf) An infographic of journalistic questions that can help you brainstorm potential research questions.

Finding Evidence worksheet (pdf) Before you start your research, consider what evidence you’ll need to support your claims and think about how to find it.

Subject vs. Keyword Searching (pdf) Learn how to use keyword searching and subject searching together to find what you're looking for in the Library catalog and article databases.

Boolean Logic, Truncation, and Nesting (pdf) An introduction to advanced search techniques you can use to help you find information efficiently and effectively.

Advanced Research Search Strategies and Techniques (pdf) A quick reference for the types of advanced searching techniques you can use in databases, the Library catalog and in search engines.

Tips for Evaluating Information (pdf) Whether a resource is print or electronic, text-based or image-based, researchers must carefully evaluate the quality of the source and the information found within. When evaluating the quality of resources, here are some things to consider.

CRAAP Test (pdf) Do your sources pass the CRAAP Test? Use this guide to help you consider whether a source is appropriate for your research needs.

Source Evaluation Worksheet (pdf) Use this form to help you determine if a source is appropriate for your research. For more information about evaluating sources, visit www.codlrc.org/evaluating/sources

Research Article Anatomy (pdf) Reading research gets easier once you understand and recognize the pieces and purposes of research studies, from abstract to references.

Reading (and Understanding) Research (pdf) Adapted from How to Read and Understand a Scientific Paper: A Guide for Non-Scientists by J. Raff.

Introduction to College Research (pdf) Helpful resources for every stage of the research process.

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101 research paper topics.

  • Why do we sleep ?
  • How do GPS systems work?
  • Who was the first person to reach the North Pole ?
  • Did anybody ever escape Alcatraz ?
  • What was life like for a gladiator ?
  • What are the effects of prolonged steroid use on the human body?
  • What happened during the Salem witch trials ?
  • Are there any effective means of repelling insects ?
  • How did trains and railroads change life in America?
  • What may have occurred during the Roswell  UFO incident of 1947?
  • How is bulletproof clothing made?
  • What Olympic events were practiced in ancient Greece?
  • What are the major theories explaining the disappearance of the dinosaurs ?
  • How was the skateboard invented and how has it changed over the years?
  • How did the long bow contribute to English military dominance?
  • What caused the stock market crash of 2008?
  • How did Cleopatra come to power in Egypt what did she do during her reign?
  • How has airport security intensified since September 11 th , 2001?
  • What is life like inside of a beehive ?
  • Where did hip hop originate and who were its founders?
  • What makes the platypus a unique and interesting mammal?
  • How does tobacco use affect the human body?
  • How do computer viruses spread and in what ways do they affect computers?
  • What is daily life like for a Buddhist monk ?
  • What are the origins of the conflict in Darfur ?
  • How did gunpowder change warfare?
  • In what ways do Wal-Mart stores affect local economies?
  • How were cats and dogs domesticated and for what purposes?
  • What do historians know about ninjas ?
  • How has the music industry been affected by the internet and digital downloading?
  • What were the circumstances surrounding the death of Osama Bin Laden ?
  • What was the women’s suffrage movement and how did it change America?
  • What efforts are being taken to protect endangered wildlife ?
  • How much does the war on drugs cost Americans each year?
  • How is text messaging affecting teen literacy?
  • Are humans still evolving ?
  • What technologies are available to home owners to help them conserve energy ?
  • How have oil spills affected the planet and what steps are being taken to prevent them?
  • What was the Magna Carta and how did it change England?
  • What is the curse of the pharaohs?
  • Why was Socrates executed?
  • What nonlethal weapons are used by police to subdue rioters?
  • How does the prison population in America compare to other nations?
  • How did ancient sailors navigate the globe?
  • Can gamblers ever acquire a statistical advantage over the house in casino games?
  • What is alchemy and how has it been attempted?
  • How are black holes formed?
  • How was the assassination of Abraham Lincoln plotted and executed?
  • Do the benefits of vaccination outweigh the risks?
  • How do submarines work?
  • Do lie detector tests accurately determine truthful statements?
  • How did Cold War tension affect the US and the world?
  • What happened to the lost settlers at Roanoke ?
  • How does a hybrid car save energy?
  • What ingredients can be found inside of a hotdog ?
  • How did Julius Caesar affect Rome?
  • What are some common sleep disorders and how are they treated?
  • How did the Freedom Riders change society?
  • How is internet censorship used in China and around the world?
  • What was the code of the Bushido and how did it affect samurai warriors ?
  • What are the risks of artificial tanning or prolonged exposure to the sun?
  • What programs are available to help war veterans get back into society?
  • What steps are involved in creating a movie or television show?
  • How have the film and music industries dealt with piracy ?
  • How did Joan of Arc change history?
  • What responsibilities do secret service agents have?
  • How does a shark hunt?
  • What dangers and hardships did Lewis and Clark face when exploring the Midwest?
  • Has the Patriot Act prevented or stopped terrorist acts in America?
  • Do states that allow citizens to carry guns have higher or lower crime rates?
  • How are the Great Depression and the Great Recession similar and different?
  • What are the dangers of scuba diving and underwater exploration?
  • How does the human brain store and retrieve memories ?
  • What was the Manhattan Project and what impact did it have on the world?
  • How does stealth technology shield aircraft from radar?
  • What causes tornadoes ?
  • Why did Martin Luther protest against the Catholic Church?
  • How does a search engine work?
  • What are the current capabilities and future goals of genetic engineers ?
  • How did the Roman Empire fall?
  • What obstacles faced scientists in breaking the sound barrier ?
  • How did the black plague affect Europe?
  • What happened to Amelia Earhart ?
  • What are the dangers and hazards of using nuclear power ?
  • How did Genghis Khan conquer Persia?
  • What architectural marvels were found in Tenochtitlan, capital of the Aztec Empire ?
  • From where does spam email come and can we stop it?
  • How does night vision work?
  • How did journalists influence US war efforts in Vietnam ?
  • What are the benefits and hazards of medical marijuana ?
  • What causes desert mirages and how do they affect wanderers?
  • What was the cultural significance of the first moon landing ?
  • What are sinkholes and how are they formed?
  • Have any psychics ever solved crimes or prevented them from occurring?
  • Who is Vlad the Impaler and what is his connection to Count Dracula ?
  • What are the risks of climate change and global warming ?
  • What treatments are available to people infected with HIV and are they effective?
  • Who was a greater inventor, Leonardo di Vinci or Thomas Edison ?
  • How are the Chinese and American economies similar and different?
  • Why was communism unsuccessful in so many countries?
  • In what ways do video games affect children and teenagers?

This is an image of a young woman in a library. She is sitting at a desk with a pile of books and looking toward the ceiling. She appears to be in deep thought.

923 Comments

I like using this website when I assist kids with learning as a lot of these topics are quickly covered in the school systems. Thankyou

Mackenah Nicole Molina

Wow! I always have trouble deiciding what to do a research project on but this list has totally solved that. Now my only problem is choosing what idea on this list I should do first!

Most of these my teacher rejected because apparently ‘these aren’t grade level topics, and I doubt they interest you”

I’m sorry to hear that. Sounds like you will have a potentially valuable character-building experience in the short-term.

Edwin Augusto Galindo Cuba

THIS SITE IS AWESOME, THERE ARE LOTS OF TOPICS TO LEARN AND MASTER OUR SKILLS!

research kid

I need one about animals, please. I have been challenged to a animal research project, Due Friday. I have no clue what to research! somebody help, thanks for reading!

You can do one on bats

For international studies you can do Defense and Security.

This was very helpful.

Research on Ben Franklin? I think THAT will get a real charge out of everyone (hehehehegetit)

Mandy Maher

“Is it possible to colonize Mars?”

maddy burney

these are silly topics

thx for making this real.

more gaming questions!!!!!!

Is it still considered stealing if you don’t get caught?

Yes, yes it is still considered stealing.

I need topics on memes

Mary Nnamani

Please I need project topics on Language Literature

Marcella Vallarino

I would appreciate a list of survey questions for middle school grades 6-8

I need a research topics about public sector management

I NEED FIVE EXAMPLES EACH ON QUALITATIVE AND QUANTITATIVE RESEARCH (EDUCATION, HEALTH, TECHNOLOGY, ECONOMY AND ENGINEERING)

publish research that are interesting please……

hey can you do one on the burmiueda triangle

Anybody know video games effect kids,and,teens. There Fun!!

they’re

I need a topic about woman history if any of u can find 1 please that would be great!

You could research about the history of the astronauts, and of human past (WWI, WWII, etc.)

so about women? Manitoba Women Win the Right to Vote in Municipal Elections, The First Women, January 23, 1849: Elizabeth Blackwell becomes the first woman to graduate from medical school and become a doctor in the United States, Rosa Parks Civil Rights Equal Pay. I have way more. so if you need more just ask.

communism is good

what are you a communist?!?!

Did FDR know about the upcoming attack on Pearl Harbor on 07 DEC 1941.

do you know how babies are born

Christine Singu

kindly assist with a research topic in the field of accounting or auditing

need more about US army

Please can yiu give me a topic in education

I think one should be how can music/Video games can affect the life for people

or How Do Video Games Affect Teenagers?

zimbabwe leader

I think a good topic is supporting the confederate flag!

Need a research topic within the context of students union government and dues payments

do more weird ones plz

joyce alcantara

Hi pls po can you give me a topic relate for humanities pls thank u.

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Writing a Research Paper in Political Science: A Practical Guide to Inquiry, Structure, and Methods

Student resources.

Worksheets to help students through the process of writing a research paper.

  • AB Resources

research essay worksheet

Think Like a Researcher: Instruction Resources: #6 Developing Successful Research Questions

  • Guide Organization
  • Overall Summary
  • #1 Think Like a Researcher!
  • #2 How to Read a Scholarly Article
  • #3 Reading for Keywords (CREDO)
  • #4 Using Google for Academic Research
  • #4 Using Google for Academic Research (Alternate)
  • #5 Integrating Sources
  • Research Question Discussion
  • #7 Avoiding Researcher Bias
  • #8 Understanding the Information Cycle
  • #9 Exploring Databases
  • #10 Library Session
  • #11 Post Library Session Activities
  • Summary - Readings
  • Summary - Research Journal Prompts
  • Summary - Key Assignments
  • Jigsaw Readings
  • Permission Form

Course Learning Outcome:   Develop ability to synthesize and express complex ideas; demonstrate information literacy and be able to work with evidence

Goal:  Develop students’ ability to recognize and create successful research questions

Specifically, students will be able to

  • identify the components of a successful research question.
  • create a viable research question.

What Makes a Good Research Topic Handout

These handouts are intended to be used as a discussion generator that will help students develop a solid research topic or question. Many students start with topics that are poorly articulated, too broad, unarguable, or are socially insignificant. Each of these problems may result in a topic that is virtually un-researchable. Starting with a researchable topic is critical to writing an effective paper.

Research shows that students are much more invested in writing when they are able to choose their own topics. However, there is also research to support the notion that students are completely overwhelmed and frustrated when they are given complete freedom to write about whatever they choose. Providing some structure or topic themes that allow students to make bounded choices may be a way mitigate these competing realities.

These handouts can be modified or edited for your purposes.  One can be used as a handout for students while the other can serve as a sample answer key.  The document is best used as part of a process.  For instance, perhaps starting with discussing the issues and potential research questions, moving on to problems and social significance but returning to proposals/solutions at a later date.

  • Research Questions - Handout Key (2 pgs) This document is a condensed version of "What Makes a Good Research Topic". It serves as a key.
  • Research Questions - Handout for Students (2 pgs) This document could be used with a class to discuss sample research questions (are they suitable?) and to have them start thinking about problems, social significance, and solutions for additional sample research questions.
  • Research Question Discussion This tab includes materials for introduction students to research question criteria for a problem/solution essay.

Additional Resources

These documents have similarities to those above.  They represent original documents and conversations about research questions from previous TRAIL trainings.

  • What Makes a Good Research Topic? - Original Handout (4 pgs)
  • What Makes a Good Research Topic? Revised Jan. 2016 (4 pgs)
  • What Makes a Good Research Topic? Revised Jan 2016 with comments

Topic Selection (NCSU Libraries)

Howard, Rebecca Moore, Tricia Serviss, and Tanya K. Rodrigues. " Writing from sources, writing from sentences ." Writing & Pedagogy 2.2 (2010): 177-192.

Research Journal

Assign after students have participated in the Developing Successful Research Topics/Questions Lesson OR have drafted a Research Proposal.

Think about your potential research question.

  • What is the problem that underlies your question?
  • Is the problem of social significance? Explain.
  • Is your proposed solution to the problem feasible? Explain.
  • Do you think there is evidence to support your solution?

Keys for Writers - Additional Resource

Keys for Writers (Raimes and Miller-Cochran) includes a section to guide students in the formation of an arguable claim (thesis).  The authors advise students to avoid the following since they are not debatable. 

  • "a neutral statement, which gives no hint of the writer's position"
  • "an announcement of the paper's broad subject"
  • "a fact, which is not arguable"
  • "a truism (statement that is obviously true)"
  • "a personal or religious conviction that cannot be logically debated"
  • "an opinion based only on your feelings"
  • "a sweeping generalization" (Section 4C, pg. 52)

The book also provides examples and key points (pg. 53) for a good working thesis.

  • << Previous: #5 Integrating Sources
  • Next: Research Question Discussion >>
  • Last Updated: Apr 26, 2024 10:23 AM
  • URL: https://libguides.ucmerced.edu/think_like_a_researcher

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First-year writing: research proposal assignment sheet and worksheet.

Melanie McNulty , CUNY College of Staten Island Follow

Document Type

Publication date.

This is a research proposal assignment, including a student worksheet, for a first-year composition classroom. This assignment is used as part of the inventive stages of the first-year research essay. It allows students an introduction to a new genre along with the opportunity to practice college-level research. The proposal acts as a tool for students to work towards developing a thesis driven essay. The worksheet helps guide students through this new genre by offering a template for content. This proposal works as a pedagogical tool allowing the instructor to offer meaningful feedback to guide the student through the critical thinking and research process.

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Research essay writing

Grammar and Writing Workbook for Grade 5

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Gathering facts and more

Students are prompted to research different topics and use an organizer to record facts, definitions, statistics and quotes for use in their essay.

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Research Writing Templates

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What is Research?

Research is the systematic process of gathering and analyzing information to establish facts, gain knowledge, and draw new conclusions. It involves a methodical approach to collecting data from various sources and critically examining it to generate insights and deepen understanding.

When conducting research, individuals seek to explore a chosen topic or question and find relevant information to answer it. This may involve investigating existing knowledge, gathering data through surveys or experiments, analyzing statistical information, or reviewing scholarly literature. The goal is to uncover new insights, validate existing theories, or contribute to the advancement of knowledge in a particular field.

Collecting information requires careful consideration of reliable sources. These sources can include books, scholarly articles, reputable websites, and expert interviews. By utilizing trustworthy and credible sources, researchers can ensure the accuracy and validity of their findings.

Research allows individuals to go beyond surface-level knowledge and delve into a subject in depth. It involves critically examining different perspectives, analyzing data, and interpreting results to form evidence-based conclusions. Individuals can contribute to the body of knowledge, inform decision-making processes, and make meaningful contributions to their respective fields.

Utilizing Research Worksheets to Improve Research Skills and Enhance Writing Abilities

These skills are essential for students to develop a better understanding of various subjects and effectively explore topics. Our templates offer valuable guidance and resources to assist middle school students in their journey of conducting research and writing papers. They provide a structured framework that helps students navigate the process, explore different subtopics, generate ideas, and avoid plagiarism. By utilizing these worksheets, students can enhance their skills, improve their writing abilities, and gain a deeper understanding of the topics they are studying.

One of the key aspects of the research process is identifying suitable topics. Our templates offer prompts and exercises that help students brainstorm ideas and select topics that align with their interests and academic goals. By engaging in these activities, students can explore various subjects and narrow down their focus to a specific area.

Once students have chosen their topics, the templates guide them through the process of conducting research. They provide helpful tips on utilizing search engines effectively, evaluating the credibility of sources, and organizing information. Kids can use these worksheets to record their findings, take notes, and develop a comprehensive understanding of their chosen topics.

Furthermore, they cater to the unique needs of students by providing age-appropriate activities and resources. They are designed to foster engagement, critical thinking, and independent learning. By utilizing these worksheets, students can develop essential skills that will benefit them not only in their academic journey but also in their future educational pursuits.

In conclusion, research worksheets serve as valuable tools for middle school students to enhance their skills, streamline the process, and gain a better understanding of various topics. By incorporating these handouts into their learning, students can develop valuable skills, foster a deeper appreciation for education, and excel in their academic endeavors.

Examples of Classroom Activities to Use Research Worksheets

  • Social Studies Exploration: Introduce students to the world of research by assigning a country project. Provide them with templates that guide them through the process of gathering information about their chosen country. These worksheets can include sections for collecting statistical information, identifying reliable sources, and establishing facts about the country.
  • College-Level Research: Prepare middle school students for higher education by incorporating college research worksheets into their curriculum. These worksheets can focus on developing skills such as utilizing search engines effectively, avoiding plagiarism, and critically evaluating sources. Students can practice these skills by exploring different subtopics related to their areas of interest.
  • Writing a Research Paper: Help students navigate the process of writing a research paper by providing them with specialized worksheets. These worksheets can assist them in organizing their research, outlining their paper, and citing sources. By using writing a research paper worksheets, students can gain a better understanding of the process and develop strong academic writing skills.
  • Interactive Research Activities: Engage students in hands-on activities using printable country research worksheets. These worksheets can include prompts and questions that guide students in collecting specific information about a country, such as its geography, history, culture, and economy. Students can work individually or in groups to complete these activities, fostering collaboration and critical thinking.

In addition, we offer a wide selection of other educational materials to support your teaching. Our worksheet templates section provides a wealth of resources, including phonological awareness activities, making connections worksheets , and active reading worksheet templates . These resources can be seamlessly integrated into your lessons to strengthen students' understanding of cardinal directions while building essential reading and comprehension skills.

How to Make a Research Writing Worksheet

Choose one of the premade templates.

We have lots of templates to choose from. Take a look at our example for inspiration!

Click on “Copy Template”

Once you do this, you will be directed to the storyboard creator.

Give Your Worksheet a Name!

Be sure to call it something related to the topic so that you can easily find it in the future.

Edit Your Worksheet

This is where you will include directions, specific images, and make any aesthetic changes that you would like. The options are endless!

Click "Save and Exit"

When you are finished, click this button in the lower right hand corner to exit your storyboard.

From here you can print, download as a PDF, attach it to an assignment and use it digitally, and more!

Happy Creating!

Frequently Asked Questions About Research Writing Worksheets

Where can i find research worksheets for different topics.

You can find a variety on Storyboard That. They offer activities and college research worksheets that cater to various subjects and grade levels.

Can I use Storyboard That for research activities?

Yes, Storyboard That offers a range of resources and tools to support research activities. We offer handouts and college research worksheets that assist students in organizing their findings, creating visual representations, and writing research papers. Additionally, their free printable country research worksheet is a helpful resource for studying and exploring different countries.

Are the research worksheets from Storyboard That suitable for college-level research?

Yes, Storyboard That offers college research worksheets that are designed to meet the research requirements of college-level students. They cover various aspects of the research process, including topic selection, gathering statistical information, using reliable sources, and drawing new conclusions. They provide a comprehensive framework for conducting thorough research and writing academic papers.

Can I access the research worksheets from Storyboard That for free?

While Storyboard That offers a range of resources and tools, some of the premium content may require a subscription or purchase. However, we also provide free printable country research worksheets and offer trial periods and discounts for educators and students.

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Weekly Research Update: Thursday, June 6, 2024

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New Propel AI program opens opportunities to discover artificial intelligence tools for innovative, collaborative research

Building on the robust foundation of our existing Propel program, the Office of the Vice President for Research is proud to unveil a new initiative: Propel AI. This new Propel program is designed to enrich and extend the skills of our academic community by facilitating the integration of artificial intelligence (AI) across USC’s comprehensive research domains.

Applications for the Propel AI program are open through July 1, 2024. For more information about Propel AI, the timeline and target audience, please see the announcement and call for applications here .

National Laboratories Office seeks proposals for 2025 summer REU programs 

The National Laboratories Office (NLO) is seeking faculty proposals to fund Research Experiences for Undergraduates (REU) programs to be held at USC beginning in the summer of 2025. 

The NLO will support two kinds of REU programs:

  • The NLO will fund up to two new, stand-alone REU summer programs.
  • Active National Science Foundation-funded REU sites may apply for co-funding of up to three additional summer participants.

To learn more about REU programs and eligibility for faculty, please review the current request for proposals, found here . Concept papers are due on Friday June 28, 2024.

STRIVE training offers research administration training to professionals at USC

The Office of Research Training and Education is launching STRIVE: Strategic Training in Research Innovation and Administrative Excellence in August of 2024. STRIVE is a comprehensive and tiered training program designed specifically for research administration professionals at USC. This program will be held as a cohort model from August 2024 through May 2025. Classes will be held in person at 1430 Senate Street, Classroom 309. Cohorts will be determined based on the number of applicants.

Learn more and apply to participate by July 1, 2024.

Faculty: Claim your citations to enable tracking, mapping and record keeping services 

Web of Science makes digital citation tracking and publication records accessible for faculty, helping to maintain proper credit for published work. The Office of the Vice President for Research is asking faculty to go into Web of Science and claim all of their profiles to make sure proper credit is given for their citations . If an author has multiple citation records and all are not claimed under their profile, the publication and citations credits may not credit the author or may have a record incorrectly assigned to an author. Instructions on how to claim your faculty citations can be found here: Author Record (clarivate.com) .

6 June 2024

Challenge the conventional. Create the exceptional. No Limits.

An Analysis of Pandemic-Era Inflation in 11 Economies

In a collaborative project with ten central banks, we have investigated the causes of the post-pandemic global inflation, building on our earlier work for the United States. Globally, as in the United States, pandemic-era inflation was due primarily to supply disruptions and sharp increases in the prices of food and energy; however, and in sharp contrast to the 1970s, the inflationary effects of these supply shocks have not been persistent, in part due to the credibility of central bank inflation targets. As the effects of supply shocks have subsided, tight labor markets, and the rises in nominal wages, have become relatively more important sources of inflation in many countries. In several countries, including the United States, curbing wage inflation and returning price inflation to target may require a period of modestly higher unemployment.

We thank the Peterson Institute for International Economics and the Hutchins Center for Fiscal and Monetary Policy at the Brookings Institution for research support. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research.

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

research essay worksheet

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.

research essay worksheet

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

research essay worksheet

The closest known relatives to SARS-CoV-2

were found in southwestern China and in Laos.

philippines

research essay worksheet

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.

research essay worksheet

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

research essay worksheet

There are hundreds of large cities in China

and Southeast Asia.

research essay worksheet

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

research essay worksheet

The pandemic started roughly 1,000 miles away,

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

research essay worksheet

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.

research essay worksheet

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.

research essay worksheet

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

research essay worksheet

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

human cells.

research essay worksheet

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.

research essay worksheet

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

research essay worksheet

  • 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 .

research essay worksheet

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.

research essay worksheet

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.

research essay worksheet

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.

research essay worksheet

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.

research essay worksheet

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

research essay worksheet

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

research essay worksheet

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

research essay worksheet

  • 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.

research essay worksheet

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

research essay worksheet

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

research essay worksheet

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

research essay worksheet

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

research essay worksheet

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

research essay worksheet

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

research essay worksheet

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] .

Follow the New York Times Opinion section on Facebook , Instagram , TikTok , WhatsApp , X and Threads .

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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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.

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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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Winning papers announced for 2024 Population Health Library Research Awards

Student researches a paper in Suzzallo Library

This award was created in 2017 in partnership with the University of Washington Libraries and is open to undergraduates from all three UW campuses. The projects submitted were completed for either UW course credit or for the Undergraduate Research Program.

The key factors for choosing awardees included the innovativeness of their research hypothesis, the quality of their writing and how well they connected their work to the theme of population health. The following section describes the four awardees, their majors, the titles of their projects and summaries of their projects.

Lindsay Lucenko (Law, Societies, and Justice), "Gender Dynamics in King County Drug Diversion Court: Exploring Experiences and Perspectives"

This research explores the experiences of men and women in the King County Drug Diversion Court, a rehabilitative program for drug-related offenses. Participants undergo a five-phase program with the potential for charge dismissal, but concerns about coercion persist. Participants must maintain sobriety, undergo frequent tests, attend support meetings, communicate with case managers, find employment, and fulfill familial duties.

The study investigates how gender influences these obligations’ fulfillment, especially considering the court’s predominantly male population. Through nine semi-structured interviews, I examined participants’ experiences with the criminal justice system, focusing on gender impacts. Findings reveal nuanced gendered experiences, informing justice system reform. By combining qualitative interviews and existing research, this study sheds light on gender dynamics within the court, contributing to policy and practice for a fairer criminal justice system.

Evelyn Erickson (Chemical Engineering), "Tandem dechlorination and hydrogenolysis of waste PVC plastic into value added chemicals "

Plastic waste is a serious problem with detrimental environmental impacts, within this mixed plastics pose a significant challenge in depolymerization. My project focuses on polyvinyl chloride (PVC), a particularly difficult plastic to break down due to the chlorine atom. Chlorine can poison catalysts and release harmful by products like hydrochloric acid or chlorine gas.

I have been working to dechlorinate PVC and then further break down this waste plastic to form value added products. Once dechlorinated PVC becomes a hydrocarbon and can be treated similar to other waste plastics like polyethylene and polypropylene. This tandem dechlorination and depolymerization occur in a single step through a strong amine base and ruthenium catalyst helping to activate the reaction.

Nede Ovbiebo (Pre-science - Biochemistry), "What are the health outcomes of phytochemical supplements versus fruits and vegetables?"

This research stems from concerns about the efficiency of modern diets, which increasingly rely on supplements rather than natural food sources. I analyzed data and reviewed information to compare the effectiveness of phytochemical supplements and whole fruits and vegetables. The study emphasized that while phytochemicals are used in various therapies, their individual effects cannot be compared to the combined benefits of whole foods based on current scientific developments. I have placed the results in a booklet to be printed and disseminated in the future to enable more people to plan their diets wisely and incorporate phytochemicals flexibly into their daily routines.

Hayden Goldberg (Public Health-Global Health, Biochemistry), "An Evaluation of Agricultural Safety and Health in Pesticide Application Technology"

The use of pesticides in the Pacific Northwest is essential in the process of safeguarding public health, most notably by mitigating pests, protecting our food supply, and aiding in produce distribution. However, long-term exposure to pesticides can result in illness for those handling the substances as well as their families. Newer methods, such as aerial drone spraying involve the use of emerging technologies that are poised to change the landscape of the agricultural industry and health outcomes of farmworkers.

This project will be assessing thoughts regarding adoption of these technologies. Through the creation of an electronic survey, I will be obtaining a variety of responses from individuals involved in the application of pesticides on farms. I will then analyze responses both quantitatively and qualitatively. The main objective of my research project is to capture the attitudes of the pesticide application technologies to inform policy, regulations, and decision-making regarding their uses.

Please visit our funding page to learn more about these awards.

What is population health?

Population health is a broad concept encompassing not only the elimination of diseases and injuries, but also the intersecting and overlapping factors that influence health.

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    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 ...

  28. Winning papers announced for 2024 Population Health Library Research

    Winning papers announced for 2024 Population Health Library Research Awards. The University of Washington Population Health Initiative announced today that four undergraduate students have been honored for outstanding scholarship with 2024 Population Health Library Research Awards. This award was created in 2017 in partnership with the ...

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    Long Night of Research 2024 Sees Most Attendees So Far. 4 June 2024. The Vienna International Centre welcomed over 2,300 people to the recent Long Night of Research - an Austria-wide event promoting science to people of all ages. This year's successful night saw the most VIC attendees so far, who enjoyed interactive displays at 19 different ...