AI JOB RISK SCANNER
O*NET-SOC 13-1041.01 / model V11 rated-task engine

Will AI replace
Environmental Compliance Inspectors?

Inspect and investigate sources of pollution to protect the public and environment and ensure conformance with Federal, State, and local regulations and ordinances.

Estimated AI task exposure
84%

Very High exposure

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

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

Digital/info work

81/100

Physical moat

16/100

Human moat

25/100

Rating coverage

100%

26 task statements / 26 rated

Highest-weighted occupation tasks

Prepare, organize, and maintain inspection records.
Importance 92/100Relevance 100/100Frequency 59/100Weight 0.87
Inform individuals and groups of pollution control regulations and inspection findings, and explain how problems can be corrected.
Importance 87/100Relevance 95/100Frequency 48/100Weight 0.80
Interview individuals to determine the nature of suspected violations and to obtain evidence of violations.
Importance 87/100Relevance 95/100Frequency 45/100Weight 0.79
Monitor follow-up actions in cases where violations were found, and review compliance monitoring reports.
Importance 81/100Relevance 100/100Frequency 40/100Weight 0.78
Determine the nature of code violations and actions to be taken, and issue written notices of violation, participating in enforcement hearings, as necessary.
Importance 93/100Relevance 85/100Frequency 42/100Weight 0.77
Learn and observe proper safety precautions, rules, regulations, and practices so that unsafe conditions can be recognized and proper safety protocols implemented.
Importance 82/100Relevance 90/100Frequency 46/100Weight 0.76
Examine permits, licenses, applications, and records to ensure compliance with licensing requirements.
Importance 81/100Relevance 85/100Frequency 50/100Weight 0.75
Determine which sites and violation reports to investigate, and coordinate compliance and enforcement activities with other government agencies.
Importance 88/100Relevance 85/100Frequency 39/100Weight 0.75
Verify that hazardous chemicals are handled, stored, and disposed of in accordance with regulations.
Importance 85/100Relevance 75/100Frequency 41/100Weight 0.70
Research and keep informed of pertinent information and developments in areas such as EPA laws and regulations.
Importance 68/100Relevance 95/100Frequency 29/100Weight 0.69

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

$80,730

BLS OEWS May 2025

National employment

417,070

BLS OEWS May 2025

Projected growth

+3.8%

BLS Employment Projections 2025–2035

Average annual openings

33

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.

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

Millwrights

5%

79 points lower exposure • 58% profile similarity

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

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

Electric Motor, Power Tool, and Related Repairers

5%

79 points lower exposure • 56% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

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

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

75 points lower exposure • 59% profile similarity

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

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

Helpers--Extraction Workers

5%

79 points lower exposure • 55% profile similarity

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

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

Bicycle Repairers

5%

79 points lower exposure • 55% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

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

Hydroelectric Production Managers

10%

74 points lower exposure • 59% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

stronger human/judgment moat, more physical-world work

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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