AI JOB SCANNER
O*NET-SOC 19-2041.01 / model V14 rated-task + local-market engine

Will AI replace
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.

Estimated AI task exposure
93%

Very High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

14 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

82/100

Physical moat

3/100

Human moat

19/100

Rating coverage

100%

14 task statements / 14 rated

Highest-weighted occupation tasks

Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.
Importance 94/100Relevance 100/100Frequency 43/100Weight 0.84
Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.
Importance 86/100Relevance 96/100Frequency 33/100Weight 0.77
Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.
Importance 82/100Relevance 100/100Frequency 30/100Weight 0.76
Promote initiatives to mitigate climate change with government or environmental groups.
Importance 77/100Relevance 100/100Frequency 37/100Weight 0.76
Gather and review climate-related studies from government agencies, research laboratories, and other organizations.
Importance 77/100Relevance 100/100Frequency 36/100Weight 0.76
Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change.
Importance 82/100Relevance 100/100Frequency 28/100Weight 0.76
Research policies, practices, or procedures for climate or environmental management.
Importance 75/100Relevance 100/100Frequency 37/100Weight 0.75
Present climate-related information at public interest, governmental, or other meetings.
Importance 79/100Relevance 100/100Frequency 29/100Weight 0.75
Review existing policies or legislation to identify environmental impacts.
Importance 77/100Relevance 100/100Frequency 29/100Weight 0.74
Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.
Importance 82/100Relevance 96/100Frequency 20/100Weight 0.72

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$82,220

BLS OEWS May 2025

National employment

89,250

BLS OEWS May 2025

Projected growth

+6.1%

BLS Employment Projections 2025–2035

Average annual openings

7

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

CHECK PAY WHERE YOU LIVE

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

88 points lower exposure • 52% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

84 points lower exposure • 54% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Millwrights

5%

88 points lower exposure • 52% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Layout Workers, Metal and Plastic

6%

87 points lower exposure • 53% profile similarity

Median wage: $63,870 Growth 2025–2035: -3.4% Annual openings: 0

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

8%

85 points lower exposure • 54% profile similarity

Median wage: $35,660 Growth 2025–2035: -2.4% Annual openings: 72

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Aircraft Mechanics and Service Technicians

8%

85 points lower exposure • 54% profile similarity

Median wage: $79,870 Growth 2025–2035: +5.4% Annual openings: 11

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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