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AI Risk Comparison

Biologists vs Climate Change Policy Analysts

Compare AI replacement risk, automatable work, resilient skills, and potential career pivots for both occupations.

Safer role
Biologists
Higher risk
Climate Change Policy Analysts
Risk gap
1 points
Science & ResearchO*NET: 19-1029.04

Biologists

Research or study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and functions.

AI Risk Score

38/100
Low

Lower risk: the role depends more on human judgment and context.

Automation factors

  • Program and use computers to store, process, and analyze data.
  • Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
  • Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings.
  • Processing Information
  • Working with Computers

Top skills

Science4.62/5
Reading Comprehension4.12/5
Writing4.12/5
Active Listening4.00/5
Speaking4.00/5

Recommended career pivots

Science & ResearchO*NET: 19-2041.01

Climate Change Policy Analysts

Research and analyze policy developments related to climate change. Make climate-related recommendations for actions such as legislation, awareness campaigns, or fundraising approaches.

AI Risk Score

39/100
Low

Lower risk: the role depends more on human judgment and context.

Automation factors

  • Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change.
  • Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.
  • Gather and review climate-related studies from government agencies, research laboratories, and other organizations.
  • Analyzing Data or Information
  • Updating and Using Relevant Knowledge

Top skills

Reading Comprehension4.25/5
Active Listening4.00/5
Critical Thinking4.00/5
Writing3.88/5
Speaking3.88/5

Recommended career pivots

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