Epidemiologists.

We went through all 16 core tasks in this job, one at a time.

Task by task, from the work Epidemiologists actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

1. TASK 01

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

   AI DOES

   Scans surveillance data, flags unusual disease clusters, and drafts standard reports

   YOU DO

   Verify case definitions, apply professional judgment, and build trust with health agencies

2. TASK 02

   Write articles for publication in professional journals.

   AI DOES

   Drafts sections, suggests clearer wording, checks structure, and formats citations

   YOU DO

   Judge whether the science is sound and take responsibility for the findings

3. TASK 03

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

   AI DOES

   Searches literature, summarizes studies, flags trends in surveillance data, and drafts policy briefs

   YOU DO

   Apply field expertise to judge data quality, spot novel outbreaks, and shape policy recommendations

4. TASK 04

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

   AI DOES

   Searches literature, cleans and analyzes data, flags patterns, and drafts findings summaries

   YOU DO

   Design sound study methods, weigh ethical trade-offs, and interpret results in real-world public health context

5. TASK 05

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

   AI DOES

   Analyzes surveillance data, flags trends, drafts reports, and models health outcomes

   YOU DO

   Make program calls that balance politics, ethics, and community context

6. TASK 06

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

   AI DOES

   Drafts questionnaire templates, suggests sample size formulas, and summarizes analysis options

   YOU DO

   Apply deep field knowledge to make judgment calls on study design tradeoffs and population context

7. TASK 07

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

   AI DOES

   Drafts reports, summarizes data, and simplifies technical findings for different audiences

   YOU DO

   Decide what the findings mean for real communities and build credibility with policymakers and the public

8. TASK 08

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

   AI DOES

   Scans research papers, finds data patterns, and summarizes known disease pathways

   YOU DO

   Go into the field, talk to patients, and make sense of messy real-world clues

9. TASK 09

   Write grant applications to fund epidemiologic research.

   AI DOES

   Drafts background sections, suggests aims, formats references, and checks for clarity

   YOU DO

   Bring the novel scientific question, pilot data, and strategic framing reviewers respond to

10. TASK 10

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

    AI DOES

    Searches literature, drafts study protocols, flags statistical approaches, and summarizes existing research fast

    YOU DO

    Make the final calls on ethics, study direction, and real-world tradeoffs that affect human lives

11. TASK 11

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

    AI DOES

    Drafts program plans, summarizes health data, and suggests evidence-based standards

    YOU DO

    Lead meetings, weigh community needs, and build trust with doctors and agencies

12. TASK 12

    Supervise professional, technical, and clerical personnel.

    AI DOES

    Drafts feedback, tracks deadlines, and summarizes team progress

    YOU DO

    Build trust and make judgment calls about people

13. TASK 13SOURCE-BACKED TASK

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

    AI DOES

    Creates lesson plans and practice scenarios

    YOU DO

    Guide learning with real experience

    About this analysis +

    26% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

14. TASK 14

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

    AI DOES

    Helps analyze microscopy images and flag patterns in cell data

    YOU DO

    Physically prepare, handle, and observe samples in the lab

15. TASK 15SOURCE-BACKED TASK

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

    AI DOES

    Researches latest studies and synthesizes technical information

    YOU DO

    Translate complexity into actionable guidance

    About this analysis +

    3% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

16. TASK 16SOURCE-BACKED TASK

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

    AI DOES

    Creates educational materials and presentation slides

    YOU DO

    Tailor the message to your audience

    About this analysis +

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium