O*NET-SOC code
13-1041.00

Examine, evaluate, and investigate eligibility for or conformity with laws and regulations governing contract compliance of licenses and permits, and perform other compliance and enforcement inspection and analysis activities not classified elsewhere.

  • Data source: BLSPublished: 2026-08

    Very high· relative

    LowFour relative bandsVery high

    Group-level value

    Scale, basis and source

    Four relative bands (Low / Moderate / High / Very high)

    831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.121

    0.000Range of values carried here0.745

    Group-level value

    Scale, basis and source

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value

    Source dataset (CSV download)

  • Data source: ILOPublished: 2025

    0.32–0.45· 3 ISCO-08 groups

    Scale, basis and source

    Generative AI exposure index, 0–1 as published

    Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published

    Source dataset (PDF download)

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

ILO value for each linked ISCO-08 group
  • ISCO-08 3351Customs and Border Inspectors0.32
  • ISCO-08 3353Government Social Benefits Officials0.45
  • ISCO-08 3354Government Licensing Officials0.43

Task-level exposure

Show 2 hidden tasks

16 rated tasks · 14 tasks with β ≥ 0.5 (87.5%)

β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.

  • Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
  • All rated tasks are in the O*NET 31.0 task list.
Source
OpenAI "GPTs are GPTs" exposure rubric
Release
gh-main-0471612
License
MIT License, Copyright (c) 2024 OpenAI

Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.

Task (O*NET 27.2)βE1 + 0.5 × E2
Warn violators of infractions or penalties.

O*NET Task ID 21446

1.0
Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations.

O*NET Task ID 21448

1.0
Prepare reports of activities, evaluations, recommendations, or decisions.

O*NET Task ID 21449

1.0
Report law or regulation violations to appropriate boards or agencies.

O*NET Task ID 21450

1.0
Score tests and observe equipment operation and control to rate ability of applicants.

O*NET Task ID 21456

1.0
Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.

O*NET Task ID 21457

1.0
Evaluate applications, records, or documents to gather information about eligibility or liability issues.

O*NET Task ID 21447

0.5
Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions.

O*NET Task ID 21451

0.5
Issue licenses to individuals meeting standards.

O*NET Task ID 21452

0.5
Collect fees for licenses.

O*NET Task ID 21453

0.5
Identify compliance issues that require follow-up or investigation.

O*NET Task ID 21458

0.5
Keep informed regarding pending industry changes, trends, or best practices.

O*NET Task ID 21459

0.5
Provide assistance to internal or external auditors in compliance reviews.

O*NET Task ID 21460

0.5
Verify that all firm and regulatory policies and procedures have been documented, implemented, and communicated.

O*NET Task ID 21461

0.5

β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.

Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page

All O*NET 31.0 task statements (16)

All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.

Task (O*NET 31.0)Type
Warn violators of infractions or penalties.Core
Evaluate applications, records, or documents to gather information about eligibility or liability issues.Core
Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations.Core
Prepare reports of activities, evaluations, recommendations, or decisions.Core
Report law or regulation violations to appropriate boards or agencies.Core
Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions.Core
Issue licenses to individuals meeting standards.Supplemental
Collect fees for licenses.Supplemental
Administer oral, written, road, or flight tests to license applicants.Supplemental
Visit establishments to verify that valid licenses or permits are displayed and that licensing standards are being upheld.Supplemental
Score tests and observe equipment operation and control to rate ability of applicants.Supplemental
Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.Supplemental
Identify compliance issues that require follow-up or investigation.—
Keep informed regarding pending industry changes, trends, or best practices.—
Provide assistance to internal or external auditors in compliance reviews.—
Verify that all firm and regulatory policies and procedures have been documented, implemented, and communicated.—

Occupation information

Employment outlook (BLS)

Values for the whole SOC 13-1041 group (Compliance officers), not for this O*NET occupation alone.

Employment, 2025
436K
Projected employment, 2035
453K
Change (2025–35)
+3.8%
Median annual wage, 2025
$80,730
Typical education needed for entry
Bachelor's degree
lowest $30,890median wage across 825 detailed occupations, BLS EP 2025–35highest $559,030

Source: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

Korea classification links (KSCO)

Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.

KSCO codeKSCO titleRelationStatus
28153품질 인증 심사 전문가Overlapping, not the sameconfirmed
35120감사 사무원Related, not a matchconfirmed

Relation and status definitions(kr-direct v1.1)

ILO occupational description

AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.

  • ISCO-08 3351Customs and Border Inspectors
  • ISCO-08 3353Government Social Benefits Officials
  • ISCO-08 3354Government Licensing Officials

Sources: ILO ISCO-08 — details: Credits

ESCO occupational vocabulary

Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.

  • licensing officerESCO 3354.2Same scope

    Licensing officers process licence applications and provide advice on licensing legislation. They also perform investigative duties to ensure the applicant is eligible for the requested licence, ensure licence fees are paid in a timely manner, and ensure compliance with legislation.

  • compliance engineerESCO 2149.2.7.1Overlapping, not the same

    Compliance engineers strive to keep the highest compliance of systems with engineering specifications. They can exert compliance in a varied array of engineering fields including mechanical, electrical, electronical systems. They ensure the engineering complies with regulations, safety measures, and internal directives.

Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

License: CC BY 4.0 (EU Reuse Notice)

View original

ESCO reuse terms and the modification notice are in Credits.

France classification links (ROME)

AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.

ROME codeROME title (French)Relation
K1506Inspecteur / Inspectrice de la concurrence, de la consommation et de la répression des fraudesThis occupation is broader
K1509Adjoint / Adjointe de contrôle de la concurrence, de la consommation et de la répression des fraudesThis occupation is broader
K1515Inspecteur / Inspectrice du permis de conduire et de la sécurité routièreThis occupation is broader
K1514Inspecteur / Inspectrice de l'action sanitaire et socialeThis occupation is broaderprovisional
H1301Inspecteur / Inspectrice de conformitéRelated, not a match
C1126Contrôleur / Contrôleuse cotisations socialesRelated, not a matchprovisional

Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.

ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.

(AI Changing Work link release: fr-direct v1)

Spain classification links (CNO-11)

AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.

CNO-11 codeCNO-11 title (Spanish)Relation
3623Profesionales de apoyo de la Administración Pública de servicios de expedición de licenciasOverlapping, not the same
3629Otros profesionales de apoyo de la Administración Pública para tareas de inspección y control y tareas similaresRelated, not a match

Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.

(AI Changing Work link release: es-direct v1)

Germany classification links (KldB)

AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.

KldB codeKldB title (German)Relation
53313Berufe in der Gewerbeaufsicht - komplexe SpezialistentätigkeitenThis occupation is broaderprovisional
71384Berufe in der Unternehmensorganisation und -strategie (sonstige spezifische Tätigkeitsangabe) - hoch komplexe TätigkeitenRelated, not a match
73202Berufe in der öffentlichen Verwaltung (ohne Spezialisierung) - fachlich ausgerichtete TätigkeitenRelated, not a match
73203Berufe in der öffentlichen Verwaltung (ohne Spezialisierung) - komplexe SpezialistentätigkeitenRelated, not a match
53312Berufe in der Gewerbeaufsicht - fachlich ausgerichtete TätigkeitenRelated, not a matchprovisional
73183Berufe in Rechtsberatung, -sprechung und -ordnung (sonstige spezifische Tätigkeitsangabe) - komplexe SpezialistentätigkeitenRelated, not a matchprovisional

Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.

(AI Changing Work link release: de-direct v1)

Japan classification links (JSCO)

AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.

JSCO codeJSCO title (Japanese)Relation
249他に分類されない専門的職業従事者Related, not a match

Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.

(AI Changing Work link release: jp-direct v1)

Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources