Home › Healthcare Practitioners › Preventive Medicine Physicians

How a preventive medicine physician can use AI, task by task

O*NET 29-1229.05: Preventive Medicine PhysiciansMedian pay $265,930/year (BLS, May 2025)15 tasksJob Zone 5: Extensive preparation

Apply knowledge of general preventive medicine and public health issues to promote health care to groups or individuals, and aid in the prevention or reduction of risk of disease, injury, disability, or death. May practice population-based medicine or diagnose and treat patients in the context of clinical health promotion and disease prevention.

Type your own title and every prompt on this page updates to match. Also called: Occupational Medicine Physician, Occupational Physician, Physician, Preventive Medicine Physician, Primary Clinician, Public Health Officer, Public Health Physician.

Where AI fits in this job

AI-ready 0%AI-assist 72%Stays human 28%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 0 AI-ready, 12 AI-assist and 3 human-led tasks out of 15. 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).

AI can draft these 0

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

None of this job's tasks are here.

AI can help you prep these 12

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

Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks.

Daily

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 a preventive medicine physician. Part of my job is to design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks.

Context: We use Scheduling software and Microsoft Excel; the work draws on medicine and dentistry, biology and therapy and counseling.
Population and purpose: [clients, communication, music therapy]
What to assess: [skills, needs]

Draft an assessment procedure with items, scoring and administration notes. 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: Design an assessment method

Step 1Pick a real example: the next time you design or use surveillance tools (today).
Step 2Fill in [Population and purpose] and [What to assess] 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: Develop health assessment methods or programs..

Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.

Weekly

AI helps you prepare questions; the listening is yours.

Show prompt & steps

Use AI to prepare better questions and to organize your notes afterward. Listening to the person in front of you is yours.

Ready-to-use prompt

I work as a preventive medicine physician. Part of my job is to document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.

Context: We use Patient electronic medical record EMR software and Medical surveillance software; the work draws on medicine and dentistry, biology and therapy and counseling.
Setting: [pre-anesthesia, therapy, respiratory care]
What I must capture: [conditions, meds, allergies]

Write a structured intake question list in plain language, follow-ups for vague answers, and red flags that need escalation. No patient data.

10-minute exercise: Health history intake

Step 1Pick a real example: the next time you document or review comprehensive patients' histories (this week). Leave out names and identifying details.
Step 2Fill in [Setting] and [What I must capture] with the real details, then run the prompt.
Step 3Compare it with your current form. Add only questions your protocol allows.

Don't record people or paste their answers into AI without consent and your employer's approval.

Importance 4.2/5 · core task · O*NET work activity: Gather medical information from patient histories.. Also involves: Record patient medical histories..

Teach or train medical staff regarding preventive medicine issues.

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 a preventive medicine physician. Part of my job is to teach or train medical staff regarding preventive medicine issues.

Context: We use Microsoft PowerPoint and Patient electronic medical record EMR software; the work draws on medicine and dentistry, biology and therapy and counseling.
Technique: [procedure]
Learners: [providers, assistants]

Plan teaching with demonstration and supervised practice. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Teach clinical techniques

Step 1Pick a real example: the next time you teach or train medical staff regarding preventive medicine issues (this week).
Step 2Fill in [Technique] and [Learners] 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 4.0/5 · core task · O*NET work activity: Train medical providers..

Identify groups at risk for specific preventable diseases or injuries.

Monthly

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 a preventive medicine physician. Part of my job is to identify groups at risk for specific preventable diseases or injuries.

Context: We use Wolfram Research Mathematica and SAS; the work draws on medicine and dentistry, biology and therapy and counseling.
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 identify groups.
Step 2Fill in [Disease or parasite] and [What I want to learn].
Step 3Verify the references in PubMed or your database. Check it against the manufacturer's manual and your site procedure before you rely on it.

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

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

Importance 4.2/5 · core task · O*NET work activity: Research diseases or parasites.. Also involves: Analyze data to identify trends or relationships among variables..

Evaluate the effectiveness of prescribed risk reduction measures or other interventions.

Monthly

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 a preventive medicine physician. Part of my job is to evaluate the effectiveness of prescribed risk reduction measures or other interventions.

Context: We use SAS and The MathWorks MATLAB; the work draws on medicine and dentistry, biology and therapy and counseling.
Data: [paste de-identified outcomes]
Treatment: [describe]

Analyze effectiveness with formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Treatment effectiveness analysis

Step 1Pick a real example: the next time you evaluate the effectiveness of prescribed risk reduction measures.
Step 2Fill in [Data] and [Treatment] 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 4.2/5 · core task · O*NET work activity: Analyze quantitative data to determine effectiveness of treatments or therapies..

Perform epidemiological investigations of acute and chronic diseases.

Monthly

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 a preventive medicine physician. Part of my job is to perform epidemiological investigations of acute and chronic diseases.

Context: We use Epidemiological software and Medical surveillance software; the work draws on medicine and dentistry, biology and therapy and counseling.
Topic: [condition, treatment, question]
My goal: [study design, teaching, clinical update]

Summarize current evidence, key trials, open questions, and search terms for PubMed. Mark anything uncertain. I will verify every source.

10-minute exercise: Medical research brief

Step 1Pick a topic you need to get current on.
Step 2Fill in [Topic] and [My goal] with the real details, then run the prompt.
Step 3Look up the key trials it names. Don't use any you can't find.

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

Importance 4.2/5 · core task · O*NET work activity: Conduct research to increase knowledge about medical issues..

Provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities.

Monthly

AI builds you an answer bank; exceptions and the human touch are yours.

Show prompt & steps

Build a personal answer bank with AI for the questions you get every day. In the moment, the human touch and the judgment about exceptions are yours.

Ready-to-use prompt

I work as a preventive medicine physician. Part of my job is to provide information about potential health hazards and possible interventions to the media, the public, other health care professionals, or local, state, and federal health authorities.

Context: We use Patient electronic medical record EMR software; the work draws on medicine and dentistry, biology and therapy and counseling.
Health topic: [disease prevention, foot care, safety]
Audience: [community, workers]

Write answers to the most common public questions in plain language. Keep answers to 2-3 sentences and flag any that depend on the situation.

10-minute exercise: Public health messages

Step 1Pick a real example: the next time you provide information about potential health hazards and possible interventions.
Step 2Fill in [Health topic] and [Audience] with the real details, then run the prompt.
Step 3Save the answers you'd actually use and tweak each one the first time you send it. Check it against the manufacturer's manual and your site procedure before you rely on it.

Don't paste customers' personal details into AI tools. Describe the situation instead.

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

Importance 4.1/5 · core task · O*NET work activity: Communicate health and wellness information to the public..

Prepare preventive health reports, including problem descriptions, analyses, alternative solutions, and recommendations.

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 a preventive medicine physician. Part of my job is to prepare preventive health reports, including problem descriptions, analyses, alternative solutions, and recommendations.

Context: We use Patient electronic medical record EMR software and Medical surveillance software; the work draws on medicine and dentistry, biology and therapy and counseling.
Findings: [paste]
Audience: [clinicians, patients]

Draft a write-up for the audience. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Health research write-up

Step 1Pick a real example: the next time you prepare preventive health reports.
Step 2Fill in [Findings] and [Audience] 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 3.9/5 · core task · O*NET work activity: Present medical research reports..

Design, implement, or evaluate health service delivery systems to improve the health of targeted populations.

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 a preventive medicine physician. Part of my job is to design, implement, or evaluate health service delivery systems to improve the health of targeted populations.

Context: We use Scheduling software and Microsoft Excel; the work draws on medicine and dentistry, biology and therapy and counseling.
Program: [education, prevention, screening, wellness or monitoring program]
Who it's for and why: [the group, their main health needs or risks]
Resources: [staff, time, budget, partners]

Draft the program: goals, sessions or activities, schedule, materials, how people will be reached, and how I'll measure whether it worked.

10-minute exercise: Health program plan

Step 1Pick a real example: the next time you design, implement, or evaluate health service delivery systems.
Step 2Fill in [Program], [Who it's for and why] and [Resources] with the real details, then run the prompt.
Step 3Check the health content against current official guidance before you run the first session.

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

Importance 3.8/5 · core task · O*NET work activity: Design public or employee health programs..

Coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve community health.

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 a preventive medicine physician. Part of my job is to coordinate or integrate the resources of health care institutions, social service agencies, public safety workers, or other organizations to improve community health.

Context: We use Scheduling software and Microsoft Excel; the work draws on medicine and dentistry, biology and therapy and counseling.
Issue: [substance use, nutrition, prevention]
Community: [describe]

Draft program goals, activities, partners 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: Community health program

Step 1Pick a real example: the next time you coordinate or integrate the resources of health care institutions, social service.
Step 2Fill in [Issue] and [Community] 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. Check it against the manufacturer's manual and your site procedure before you rely on it.

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

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

Importance 3.9/5 · core task · O*NET work activity: Plan programs to address community health issues.. Also involves: Design public or employee health programs..

Deliver presentations to lay or professional audiences.

A few times a year

AI builds you an answer bank; exceptions and the human touch are yours.

Show prompt & steps

Build a personal answer bank with AI for the questions you get every day. In the moment, the human touch and the judgment about exceptions are yours.

Ready-to-use prompt

I work as a preventive medicine physician. Part of my job is to deliver presentations to lay or professional audiences.

Context: We use Patient electronic medical record EMR software; the work draws on medicine and dentistry, biology and therapy and counseling.
Health topic: [disease prevention, foot care, safety]
Audience: [community, workers]

Write answers to the most common public questions in plain language. Keep answers to 2-3 sentences and flag any that depend on the situation.

10-minute exercise: Public health messages

Step 1Pick a real example: the next time you deliver presentations.
Step 2Fill in [Health topic] and [Audience] with the real details, then run the prompt.
Step 3Save the answers you'd actually use and tweak each one the first time you send it.

Don't paste customers' personal details into AI tools. Describe the situation instead.

Importance 3.6/5 · core task · O*NET work activity: Communicate health and wellness information to the public..

Develop or implement interventions to address behavioral causes of diseases.

A few times a year

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 a preventive medicine physician. Part of my job is to develop or implement interventions to address behavioral causes of diseases.

Context: We use Scheduling software and Microsoft Excel; the work draws on medicine and dentistry, biology and therapy and counseling.
Client goals: [work, life skills]
Setting: [describe]

Plan activities, sequencing and measures. 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: Activity-based therapy plan

Step 1Pick a real example: the next time you develop or implement interventions.
Step 2Fill in [Client goals] 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 3.6/5 · core task · O*NET work activity: Develop treatment plans that use non-medical therapies..

These stay human 3

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: constant contact with others · Frequency of decisions: once a week or more but not every day · Impact of decisions: important results

Supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members.

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 a preventive medicine physician. Part of my job is to supervise or coordinate the work of physicians, nurses, statisticians, or other professional staff members.

Context: The work draws on medicine and dentistry, biology and therapy and counseling.
Team: [counselors, clinicians, staff]
Issue or goal: [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: Supervising care staff

Step 1Pick a real example: the next time you supervise or coordinate the work of physicians, nurses and statisticians (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 4.2/5 · core task · O*NET work activity: Supervise patient care personnel..

Direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine.

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 a preventive medicine physician. Part of my job is to direct or manage prevention programs in specialty areas such as aerospace, occupational, infectious disease, and environmental medicine.

Context: The work draws on medicine and dentistry, biology and therapy and counseling.
Program: [describe]
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 health delivery programs

Step 1Pick a real example: the next time you direct or manage prevention programs in specialty areas such as aerospace (today).
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 4.6/5 · core task · O*NET work activity: Direct healthcare delivery programs.. Also involves: Manage healthcare operations..

Direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations.

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 a preventive medicine physician. Part of my job is to direct public health education programs dealing with topics such as preventable diseases, injuries, nutrition, food service sanitation, water supply safety, sewage and waste disposal, insect control, and immunizations.

Context: The work draws on medicine and dentistry, biology and therapy and counseling.
Service: [describe]
Issue: [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: Managing healthcare operations

Step 1Pick a real example: the next time you direct public health education programs (this week).
Step 2Fill in [Service] and [Issue] 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 4.2/5 · core task · O*NET work activity: Manage healthcare operations..

Get the full prompt pack for Preventive Medicine Physicians

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

Where should we send your PDF?

Your Preventive Medicine Physicians prompt pack downloads straight away, and a copy goes to your inbox.

We'll also send occasional updates about this playbook. Unsubscribe anytime. Privacy

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 4.2/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Writingimportance 4.1/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Monitoringimportance 4.1/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Active Learningimportance 4.0/5
    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
  • Active Listeningimportance 4.2/5
    Used in: Getting Information
  • Reading Comprehensionimportance 4.4/5
    Used in: Getting Information
  • Judgment and Decision Makingimportance 4.2/5
    Used in: Training and Teaching Others

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Getting into this job

Post-doctoral training is most common (74% of workers)

  • Graduate degree 100%
  • On-the-job training: 1–3 months
  • Related experience: 2–4 years
  • Professional certification: important (5.0/5)

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.

Microsoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointMicrosoft WordRSASThe MathWorks MATLAB