Gini Loh System Tools

AI Automation Index

Will AI Replace Environmental Compliance Inspectors?

Task-level automation exposure for Environmental Compliance Inspectors: 26 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

54% weighted task index

26 of 26 tasks scored

Median Salary

$80,730 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Very High

417,070 people hold this job — size, not growth

Projected 2025–35

+3.8% employment change

32,700 openings a year · BLS line item

Pay by state

BLS OEWS publishes 54 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$48,950 – $111,030

Highest medians

District of Columbia $111,030
Massachusetts $102,060
New Jersey $100,000
California $96,980
Connecticut $91,810

Lowest medians

Puerto Rico $48,950
Oklahoma $63,000
Tennessee $63,960
West Virginia $64,270
Arkansas $64,680

State figures come from the 13-1041 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 54%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 7%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 40%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 18%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 11/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

26 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 53%

14 tasks

Medium exposure (≥ 35%) 28%

7 tasks

Low exposure (below 35%) 19%

5 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#10829 · Core · 43% automatable

Determine the nature of code violations and actions to be taken, and issue written notices of violation, participating in enforcement hearings, as necessary.

text generation — Draft legal docs; attorney owns accuracy

Investigate legal issues. Prepare legal or investigatory documentation. Testify at legal or legislative proceedings.
#10831 · Core · 78% automatable

Prepare, organize, and maintain inspection records.

data analysis — Enter and maintain data in information systems

Maintain data in information systems or databases. Prepare regulatory or compliance documentation.
#10835 · Core · 55% automatable

Investigate complaints and suspected violations regarding illegal dumping, pollution, pesticides, product quality, or labeling laws.

information retrieval — Legal research strong, judgment and accountability human

Investigate legal issues.
#10841 · Core · 35% automatable

Determine which sites and violation reports to investigate, and coordinate compliance and enforcement activities with other government agencies.

interpersonal — Enforcement coordination requires legal authority and presence

Coordinate enforcement of laws or regulations.
#10832 · Core · 20% automatable

Interview individuals to determine the nature of suspected violations and to obtain evidence of violations.

interpersonal — Witness/suspect interviews need human presence

Interview witnesses, suspects, or claimants.
#10837 · Core · 64% automatable

Inform individuals and groups of pollution control regulations and inspection findings, and explain how problems can be corrected.

text generation — Status notifications drafted and sent by AI

Explain regulations, policies, or procedures. Inform individuals or organizations of status or findings.
#10839 · Core · 18% automatable

Verify that hazardous chemicals are handled, stored, and disposed of in accordance with regulations.

visual inspection — Hazardous waste handling oversight is physical and safety-critical

Monitor the handling of hazardous materials or medical wastes. Dispose of hazardous materials.
#10843 · Core · 78% automatable

Learn and observe proper safety precautions, rules, regulations, and practices so that unsafe conditions can be recognized and proper safety protocols implemented.

information retrieval — AI surfaces updates; human internalizes knowledge

Update professional knowledge.
#10834 · Core · 60% automatable

Monitor follow-up actions in cases where violations were found, and review compliance monitoring reports.

decision support — AI tracks regulatory compliance across documents

Investigate legal issues. Monitor organizational compliance with regulations.
#10830 · Core · 62% automatable

Examine permits, licenses, applications, and records to ensure compliance with licensing requirements.

decision support — Screens applications against criteria; human owns approval

Review license or permit applications.
#10833 · Core · 60% automatable

Prepare written, oral, tabular, and graphic reports summarizing requirements and regulations, including enforcement and chain of custody documentation.

text generation — Draft legal docs; attorney owns accuracy

Prepare legal or investigatory documentation.
#10842 · Core · 50% automatable

Observe and record field conditions, gathering, interpreting, and reporting data such as flow meter readings and chemical levels.

text generation — Technical documentation compilation, human reviews accuracy

Gather physical survey data. Compile technical information or documentation.
#10838 · Core · 65% automatable

Determine sampling locations and methods, and collect water or wastewater samples for analysis, preserving samples with appropriate containers and preservation methods.

information retrieval — Policy research synthesis, human validates sources

Research issues related to the environment or sustainable business practices.
#10840 · Core · 73% automatable

Research and keep informed of pertinent information and developments in areas such as EPA laws and regulations.

information retrieval — AI tracks regulatory changes; human confirms applicability

Research issues related to the environment or sustainable business practices. Update knowledge of legal or regulatory environments.
#10850 · Core · 59% automatable

Participate in the development of spill prevention programs and hazardous waste rules and regulations, and recommend corrective actions for hazardous waste problems.

decision support — Drafts advice; accountability and context owned by human

Establish organizational guidelines or policies. Advise others on business or operational matters.
#10836 · Supplemental · 22% automatable

Inspect waste pretreatment, treatment, and disposal facilities and systems for conformance to federal, state, or local regulations.

visual inspection — Physical spec verification of facilities/equipment

Inspect facilities or equipment to ensure specifications are met.
#10846 · Supplemental · 53% automatable

Analyze and implement state, federal or local requirements as necessary to maintain approved pretreatment, pollution prevention, and storm water runoff programs.

information retrieval — Regulation-to-compliance mapping; human verifies

Analyze environmental regulations to ensure organizational compliance. Coordinate enforcement of laws or regulations.
#10844 · Supplemental · 78% automatable

Evaluate label information for accuracy and conformance to regulatory requirements.

information retrieval — Product compliance check against regulations, human verifies

Examine product information to ensure compliance with regulations.
#10853 · Supplemental · 72% automatable

Respond to questions and inquiries, such as those concerning service charges and capacity fees, or refer them to supervisors.

text generation — Written correspondence to customers is largely automatable

Correspond with customers to answer questions or resolve complaints.
#10849 · Supplemental · 70% automatable

Research and perform calculations related to landscape allowances, discharge volumes, production-based and alternative limits, and wastewater strength classifications, making recommendations and completing documentation.

text generation — Standard financial documents drafted from data

Research issues related to the environment or sustainable business practices. Prepare financial documents. Advise others on business or operational matters.
#10847 · Supplemental · 22% automatable

Perform laboratory tests on samples collected, such as analyzing the content of contaminated wastewater.

physical manipulation — Chemical/physical testing requires lab manipulation

Test chemical or physical characteristics of materials or products. Test fluids to identify contamination or other problems.
#10845 · Supplemental · 59% automatable

Inform health professionals, property owners, and the public about harmful properties and related problems of water pollution and contaminated wastewater.

text generation — AI summarizes research results; human validates

Communicate with the public on environmental issues. Communicate results of environmental research.
#10848 · Supplemental · 62% automatable

Review and evaluate applications for registration of products containing dangerous materials, or for pollution control discharge permits.

decision support — Screens applications against criteria; human owns approval

Review license or permit applications.
#10852 · Supplemental · 65% automatable

Conduct research on hazardous waste management projects to determine the magnitude of problems and treatment or disposal alternatives and costs.

information retrieval — Policy research synthesis, human validates sources

Research issues related to the environment or sustainable business practices.
#10851 · Supplemental · 14% automatable

Maintain and repair materials, work sites, and equipment.

physical manipulation — Physical electronic equipment maintenance

Maintain facilities. Maintain mechanical equipment. Maintain electronic equipment.
#20473 · Supplemental · 80% automatable

Prepare data to calculate sewer service charges and capacity fees.

data analysis — Organizational calculations from given data

Calculate data to inform organizational operations.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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