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How an epidemiologist can use AI, task by task

O*NET 19-1041.00: EpidemiologistsMedian pay $87,220/year (BLS, May 2025)16 tasksJob Zone 5: Extensive preparation

Investigate and describe the determinants and distribution of disease, disability, or health outcomes. May develop the means for prevention and control.

Your job title Type your own title and every prompt on this page updates to match. Also called: Chronic Disease Epidemiologist, Communicable Diseases Specialist, Environmental Epidemiologist, Epidemiologist, Epidemiology Investigator, Infection Control Practitioner (ICP), Nurse Epidemiologist, Public Health Epidemiologist, Research Epidemiologist, State Epidemiologist.

Where AI fits in this job

AI-ready 5%AI-assist 67%Stays human 28%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 1 AI-ready, 10 AI-assist and 5 human-led tasks out of 16. This measures where AI can help, not whether the job will disappear.

Information & paperwork

Thinking & planning

People & communication

Leading & teaching

Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

Monitor and report incidents of infectious diseases to local and state health agencies.Coordinate & message · Weekly
Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.Look into it · Weekly
Communicate research findings on various types of diseases to health practitioners, policy makers, and the public.Explain it clearly · Monthly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.Lead people · Weekly
Supervise professional, technical, and clerical personnel.Lead people · Daily
Plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians, and others.Lead people · Monthly

Skills to build & where you could move ↓

🔒 Many of these tasks involve people's information. Remove names and identifying details before using AI, or use only a tool your employer has approved.

AI can draft these 1

AI produces a usable first pass. You review it, fix it and own it.

Write grant applications to fund epidemiologic research.

Monthly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to write grant applications to fund epidemiologic research.

Context: We use Microsoft Word.
Funder and call: [paste guidelines]
Project: [aims, methods, budget notes]

Draft the specific aims and narrative sections to the funder's structure, flagging gaps with [CHECK]. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Grant proposal draft

Step 1Pick a real example: the next time you write grant applications.

Step 2Fill in [Funder and call] and [Project] with the real details, then run the prompt.

Step 3Check every requirement in the funder's guidelines and verify citations. Recompute every total yourself.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 3.8/5 · core task · O*NET work activity: Write grant proposals.. Also involves: Prepare proposals or grant applications to obtain project funding..

AI can help you prep these 10

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Monitor and report incidents of infectious diseases to local and state health agencies.

Weekly

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to monitor and report incidents of infectious diseases to local and state health agencies.

Context: We use Expert Health Data Programming Vitalnet and National Institute for Occupational Safety and Health NIOSH Life Table Analysis System.
Agency: [regulator, government]
Purpose: [update, compliance, request]

Draft a clear, formal message. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Agency communication

Step 1Pick a real example: the next time you monitor and report incidents of infectious diseases (this week).

Step 2Fill in [Agency] and [Purpose] with the real details, then run the prompt.

Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.2/5 · core task · O*NET work activity: Communicate with government agencies..

Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.

Weekly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, medicine and dentistry and mathematics.
Disease or parasite: [name]
What I want to learn: [cause, spread, treatment]

Summarize what's known, open questions, experiment designs, and key references. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Disease research plan

Step 1Pick a real example: the next time you investigate diseases or parasites (this week).

Step 2Fill in [Disease or parasite] and [What I want to learn].

Step 3Verify the references in PubMed or your database.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.3/5 · core task · O*NET work activity: Research diseases or parasites..

Communicate research findings on various types of diseases to health practitioners, policy makers, and the public.

Monthly

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to communicate research findings on various types of diseases to health practitioners, policy makers, and the public.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, medicine and dentistry and mathematics.
Topic: [status, results, fixes]
Audience: [customers, staff]
Notes: [paste]

Draft slides outline and speaker notes. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical presentation

Step 1Pick a real example: the next time you communicate research findings on various types of diseases.

Step 2Fill in [Topic], [Audience] and [Notes] with the real details, then run the prompt.

Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.5/5 · core task · O*NET work activity: Prepare scientific or technical reports or presentations.. Also involves: Communicate with government agencies..

Educate healthcare workers, patients, and the public about infectious and communicable diseases, including disease transmission and prevention.

Weekly

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to educate healthcare workers, patients, and the public about infectious and communicable diseases, including disease transmission and prevention.

Context: We use Microsoft PowerPoint and SAS; the work draws on biology, medicine and dentistry and mathematics.
Procedure or tool: [describe]
Trainees: [describe]

Plan training with hands-on exercises. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Technical procedure training

Step 1Pick a real example: the next time you educate healthcare workers, patients and the public about infectious (this week). Leave out names and identifying details.

Step 2Fill in [Procedure or tool] and [Trainees] with the real details, then run the prompt.

Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 4.2/5 · core task · O*NET work activity: Train personnel in technical or scientific procedures..

Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis.

Monthly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis.

Context: We use Microsoft Excel and Expert Health Data Programming Vitalnet; the work draws on biology, medicine and dentistry and mathematics.
Study: [protocol, selection program]
Goals: [what to measure]

Draft methods, sampling and evaluation. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Social or health research method

Step 1Pick a real example: the next time you provide expertise.

Step 2Fill in [Study] and [Goals] with the real details, then run the prompt.

Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.1/5 · core task · O*NET work activity: Develop methods of social or economic research..

Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.

Monthly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.

Context: We use Microsoft Excel and Centers for Disease Control and Prevention CDC WONDER; the work draws on biology, medicine and dentistry and mathematics.
Organism and question: [describe]
Setting: [lab, field]

Draft the study plan and ethics considerations. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Biological study plan

Step 1Pick a real example: the next time you plan and direct studies.

Step 2Fill in [Organism and question] and [Setting] with the real details, then run the prompt.

Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.2/5 · core task · O*NET work activity: Plan biological research.. Also involves: Direct medical science or healthcare programs..

Identify and analyze public health issues related to foodborne parasitic diseases and their impact on public policies, scientific studies, or surveys.

Weekly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to identify and analyze public health issues related to foodborne parasitic diseases and their impact on public policies, scientific studies, or surveys.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, medicine and dentistry and mathematics.
Data: [paste de-identified data]
Question: [service improvement]

Analyze trends and suggest improvements. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Health data analysis

Step 1Pick a real example: the next time you identify and analyze public health issues (this week).

Step 2Fill in [Data] and [Question] with the real details, then run the prompt.

Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.9/5 · core task · O*NET work activity: Analyze health-related data..

Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings.

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 41% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings.

Context: We use Expert Health Data Programming Vitalnet and National Institute for Occupational Safety and Health NIOSH Life Table Analysis System; the work draws on biology, medicine and dentistry and mathematics.
Data: [paste de-identified data]
Question: [service improvement]

Analyze trends and suggest improvements. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Health data analysis

Step 1Pick a real example: the next time you conduct research to develop methodologies.

Step 2Fill in [Data] and [Question] with the real details, then run the prompt.

Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.7/5 · core task · O*NET work activity: Analyze health-related data.. Also involves: Research diseases or parasites.; Research topics in area of expertise.; Present research results to others..

Write articles for publication in professional journals.

Monthly

AI generates options and references; taste and the final call are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 38% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to write articles for publication in professional journals.

Context: We use Facebook; the work draws on biology, medicine and dentistry and mathematics.
Topic: [my area of expertise]
Publication and readers: [trade journal, newspaper, brochure]

Give me 10 angles, then outline the best 2 with headings and key points. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Article or book idea

Step 1Pick a real example: the next time you write articles.

Step 2Fill in [Topic] and [Publication and readers] with the real details, then run the prompt.

Step 3Write the piece in your own voice and verify every fact.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 4.0/5 · core task · O*NET work activity: Write articles, books or other original materials in area of expertise..

Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.

A few times a year

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.

Context: We use Microsoft PowerPoint; the work draws on biology, medicine and dentistry and mathematics.
Topic: [concept]
Students: [level]

Plan a lecture with demonstrations, problems and misconceptions to address. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Science class session

Step 1Pick a real example: the next time you teach principles of medicine and medical and laboratory procedures. Leave out names and identifying details.

Step 2Fill in [Topic] and [Students] with the real details, then run the prompt.

Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 2.9/5 · O*NET work activity: Instruct college students in physical or life sciences..

These stay human 5

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Contact with others: contact with others most of the time · Impact of decisions: important results

Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.

Weekly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an epidemiologist. Part of my job is to oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.

Context: The work draws on biology, medicine and dentistry and mathematics.
Program: [public health, research]
Team: [describe]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing a health program

Step 1Pick a real example: the next time you oversee public health programs (this week).

Step 2Fill in [Program] and [Team] with the real details, then run the prompt.

Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.3/5 · core task · O*NET work activity: Direct medical science or healthcare programs..

Supervise professional, technical, and clerical personnel.

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an epidemiologist. Part of my job is to supervise professional, technical, and clerical personnel.

Context: The work draws on biology, medicine and dentistry and mathematics.
Team: [technicians, scientists]
Issue or goal: [quality, project]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Leading a lab team

Step 1Pick a real example: the next time you supervise professional, technical and clerical personnel (today). Leave out names and identifying details.

Step 2Fill in [Team] and [Issue or goal] with the real details, then run the prompt.

Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 3.4/5 · core task · O*NET work activity: Supervise scientific or technical personnel..

Plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians, and others.

Monthly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as an epidemiologist. Part of my job is to plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians, and others.

Context: The work draws on biology, medicine and dentistry and mathematics.
Program: [public health, research]
Team: [describe]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing a health program

Step 1Pick a real example: the next time you plan, administer and evaluate health safety standards and programs. Leave out names and identifying details.

Step 2Fill in [Program] and [Team] with the real details, then run the prompt.

Step 3Afterward, note one thing people responded to and one thing you'd change. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 3.8/5 · core task · O*NET work activity: Direct medical science or healthcare programs.. Also involves: Establish standards for products, processes, or procedures..

Consult with and advise physicians, educators, researchers, government health officials and others regarding medical applications of sciences, such as physics, biology, and chemistry.

Monthly

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as an epidemiologist. Part of my job is to consult with and advise physicians, educators, researchers, government health officials and others regarding medical applications of sciences, such as physics, biology, and chemistry.

Context: The work draws on biology, medicine and dentistry and mathematics.
Topic: [describe]
Who: [physicians, officials]

Help me prepare: the 3 points that matter most for them, plain-language wording, the questions they're likely to ask, and what I should not advise on without more information. Then play them so I can practice.

10-minute exercise: Health consultation

Step 1Pick a real example: the next time you consult with advise physicians, educators and researchers.

Step 2Fill in [Topic] and [Who] with the real details, then run the prompt.

Step 3After the real conversation, write down what worked so you can reuse it.

📊 People already use AI around this task (Anthropic Economic Index, Apr 2026 to May 2026). The task itself stays human-led.

Importance 3.5/5 · core task · O*NET work activity: Advise others on healthcare matters..

Prepare and analyze samples to study effects of drugs, gases, pesticides, or microorganisms on cell structure and tissue.

A few times a year

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an epidemiologist. Part of my job is to prepare and analyze samples to study effects of drugs, gases, pesticides, or microorganisms on cell structure and tissue.

Context: The work draws on biology, medicine and dentistry and mathematics.
Sample and analysis: [soil microbes, proteins, tissues]
Method: [technique]

Make a prep and run checklist with controls and pitfalls. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Biological sample analysis prep

Step 1Pick a real example: the next time you prepare and analyze samples.

Step 2Fill in [Sample and analysis] and [Method] with the real details, then run the prompt.

Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 2.7/5 · O*NET work activity: Analyze biological samples..

Get the full prompt pack for Epidemiologists

Every task, prompt and 10-minute exercise on this page in one PDF, formatted to print or keep on your desktop. Free.

Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

Speakingimportance 4.1/5
Used in: Guiding, Directing, and Motivating Subordinates
Social Perceptivenessimportance 3.9/5
Used in: Guiding, Directing, and Motivating Subordinates
Coordinationimportance 3.8/5
Used in: Guiding, Directing, and Motivating Subordinates
Monitoringimportance 3.6/5
Used in: Guiding, Directing, and Motivating Subordinates

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

Critical Thinkingimportance 4.2/5
Used in: Thinking Creatively
Reading Comprehensionimportance 4.2/5
Used in: Analyzing Data or Information
Writingimportance 4.1/5
Used in: Documenting/Recording Information
Active Listeningimportance 4.1/5
Used in: Training and Teaching Others

Where you could move

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Skills to build: Social Perceptiveness
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Your skills already line up
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Your skills already line up
Geneticists17% human-led · Same preparation · $98,920/yr · usually post-doctoral training
Your skills already line up

New tasks appearing in this job

O*NET has started tracking 1 new or updated task here: 0 AI-ready, 1 AI-assist, 0 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Teach epidemiology to students in public health programs.

New in O*NET

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as an epidemiologist. Part of my job is to teach epidemiology to students in public health programs.

Context: The work draws on biology, medicine and dentistry and mathematics.
Learners: [students: how experienced, how many]
Time available: [e.g. 30 minutes]
Goal: [what they should be able to do afterward]

Create a short session to teach epidemiology: an outline with timings, 3 realistic practice scenarios from my work as an epidemiologist, a 5-question check for understanding with answers, and a common-mistakes list.

10-minute exercise: 30-minute session: epidemiology

Step 1Pick the next real session where you teach epidemiology. Leave out names and identifying details.

Step 2Fill in [Learners], [Time available] and [Goal] with the real group and run it.

Step 3Swap one AI scenario for a real story from your own work, then run the 5-question check with your learners.

Check that every procedure in the material matches your workplace's actual standards.

New O*NET task (08/2023). O*NET hasn't linked it to work activities yet, so it was labelled by hand.

Getting into this job

Master's degree is most common (67% of workers)

Graduate degree 100%

On-the-job training: 3–6 months
Related experience: 1–2 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

ESRI ArcGIS softwareFacebookIBM SPSS StatisticsMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft WordPythonRSAS