AI JOB RISK SCANNER
O*NET-SOC 11-9199.11 / model V11 rated-task engine

Will AI replace
Brownfield Redevelopment Specialists and Site Managers?

Plan and direct cleanup and redevelopment of contaminated properties for reuse. Does not include properties sufficiently contaminated to qualify as Superfund sites.

Estimated AI task exposure
29%

Low-Moderate exposure

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

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

Digital/info work

36/100

Physical moat

42/100

Human moat

26/100

Rating coverage

100%

23 task statements / 23 rated

Highest-weighted occupation tasks

Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.
Importance 84/100Relevance 96/100Frequency 38/100Weight 0.77
Identify environmental contamination sources.
Importance 84/100Relevance 96/100Frequency 31/100Weight 0.75
Estimate costs for environmental cleanup and remediation of land redevelopment projects.
Importance 80/100Relevance 100/100Frequency 30/100Weight 0.75
Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.
Importance 80/100Relevance 95/100Frequency 35/100Weight 0.75
Maintain records of decisions, actions, and progress related to environmental redevelopment projects.
Importance 67/100Relevance 100/100Frequency 43/100Weight 0.74
Identify and apply for project funding.
Importance 81/100Relevance 96/100Frequency 23/100Weight 0.72
Review or evaluate environmental remediation project proposals.
Importance 69/100Relevance 100/100Frequency 30/100Weight 0.71
Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress.
Importance 69/100Relevance 100/100Frequency 29/100Weight 0.71
Inspect sites to assess environmental damage or monitor cleanup progress.
Importance 69/100Relevance 96/100Frequency 32/100Weight 0.70
Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.
Importance 70/100Relevance 91/100Frequency 27/100Weight 0.67

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

$141,900

BLS OEWS May 2025

National employment

622,190

BLS OEWS May 2025

Projected growth

+4.9%

BLS Employment Projections 2025–2035

Average annual openings

101

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%

24 points lower exposure • 86% 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%

24 points lower exposure • 84% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Bicycle Repairers

5%

24 points lower exposure • 84% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Hydroelectric Production Managers

10%

19 points lower exposure • 87% profile similarity

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

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

20 points lower exposure • 87% profile similarity

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

more physical-world work
SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

24 points lower exposure • 83% profile similarity

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

more physical-world work, lower AI leverage

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • domain expertise
    • exception handling
    • accountability for outcomes

    LEARN

    • cross-functional business knowledge
    • risk and governance
    • basic AI literacy

    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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