Project Management Specialists
ManagementAI exposure
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-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
- Data source: AnthropicPublished: 2026-03
0.069
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.42
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 33% score at or above this value.
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.
Task-level exposure
Show 90 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Contribute to the development or implementation of business unit strategic and operating plans.11-9199 | 0.030025.0 | 0.01004.8 |
Discuss emerging compliance issues to ensure that management and employees are informed about compliance reporting systems, policies, and practices.11-9199 | 0.020016.7 | 0.01004.8 |
Advise internal management or business partners on the implementation or operation of compliance programs.11-9199 | 0.020016.7 | 0.00000.0 |
Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards.11-9199 | 0.01008.3 | 0.150071.4 |
Review civil design, engineering, or construction technical documentation to ensure compliance with applicable government or industrial codes, standards, requirements, or regulations.11-9199 | 0.01008.3 | 0.030014.3 |
Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products.11-9199 | 0.01008.3 | 0.01004.8 |
Prepare or assist in the preparation of applications for environmental, building, or other required permits.11-9199 | 0.01008.3 | 0.00000.0 |
Develop and maintain standard operating procedures or local working practices.11-9199 | 0.01008.3 | —0 |
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 | βE1 + 0.5 × E2 |
|---|---|
Maintain documentation of compliance activities, such as complaints received or investigation outcomes.O*NET Task ID 15638 | 1.0 |
Disseminate written policies and procedures related to compliance activities.O*NET Task ID 15652 | 1.0 |
Verify that software technology is in place to adequately provide oversight and monitoring in all required areas.O*NET Task ID 15636 | 0.5 |
Consult with corporate attorneys as necessary to address difficult legal compliance issues.O*NET Task ID 15639 | 0.5 |
Collaborate with human resources departments to ensure the implementation of consistent disciplinary action strategies in cases of compliance standard violations.O*NET Task ID 15641 | 0.5 |
Advise internal management or business partners on the implementation or operation of compliance programs.O*NET Task ID 15642 | 0.5 |
Review communications such as securities sales advertising to ensure there are no violations of standards or regulations.O*NET Task ID 15643 | 0.5 |
Provide employee training on compliance related topics, policies, or procedures.O*NET Task ID 15644 | 0.5 |
Report violations of compliance or regulatory standards to duly authorized enforcement agencies as appropriate or required.O*NET Task ID 15645 | 0.5 |
Provide assistance to internal or external auditors in compliance reviews.O*NET Task ID 15646 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page