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AI exposure report

Will AI replace Epidemiologists?

Many of your tasks are within reach of AI. The role will change, so it pays to act now.

Task exposure to today's AI

50/100

High exposure

This is the occupation's typical task mix. Your own score can be up to 30 points higher or lower depending on how you work: routine share, people contact, judgment and how much you already use AI.

Get your personal score

Will AI replace Epidemiologists?

Not entirely. Today's AI tools can take on about 50% of the typical work in this occupation, mostly: provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis. The parts that stay human include: Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.; Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.; Communicate research findings on various types of diseases to health practitioners, policy makers, and the public..

People who learn to use AI for the automatable parts keep the edge. The 3-phase plan below shows where to start.

Which tasks AI can take on

The largest tasks in this occupation, their share of the working week, and how much of each today's AI tools can do.

TaskAutomatable
Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis. 65%
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease. 60%
Communicate research findings on various types of diseases to health practitioners, policy makers, and the public. 57%
Monitor and report incidents of infectious diseases to local and state health agencies. 57%
Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission. 47%
Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement. 28%

+ 10 more tasks (35% of the week) in the full test.

Your human edge

  • Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.
  • Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.
  • Communicate research findings on various types of diseases to health practitioners, policy makers, and the public.

AI tools to try

ChatGPT / Claude for literature and writingAI research tools (e.g. Elicit, Consensus, Semantic Scholar)Copilot for data analysis code (Python, R)

Related roles

A 3-phase AI learning plan

Phase 1

Faster literature and writing

  • Literature search and summaries with AI, always checked against the papers.
  • Drafts of methods, reports and grant text.
  • Reference management and formatting.

Project

Use AI to summarize 20 recent papers on one disease outbreak into a literature review draft, then verify each summary against the source text.

Phase 2

AI for data analysis

  • Analysis code in Python or R written with AI help.
  • Visualisation and statistics explained step by step.
  • Reproducibility: version code and prompts.

Project

Use AI to write Python/R code analyzing a public surveillance dataset, generating 3 visualizations, and documenting each prompt used for reproducibility.

Phase 3

AI as a research method

  • Classification, extraction or modelling with AI on your data.
  • Validate against human labels or ground truth.
  • Ethics, data protection and disclosure of AI use.

Project

Build an AI text-classification model to extract risk factors from 100 de-identified case reports, then validate accuracy against manually labeled ground truth.
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