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 146 hidden tasks| Task | Claude.aiRaw / share % |
|---|---|
Analyze and evaluate security operations to identify risks or opportunities for improvement through auditing, review, or assessment.11-9199 | 0.139815.0 |
Identify, investigate, or resolve security breaches.11-9199 | 0.07508.1 |
Present investment information, such as product risks, fees, or fund performance statistics.11-9199 | 0.07317.9 |
Assess risks to mitigate potential consequences of incidents and develop a plan to respond to incidents.11-9199 | 0.06787.3 |
Establish procedures or systems for publishing document submissions either in hardcopy or electronic formats.11-9199 | 0.06076.5 |
Identify potential for loss and develop strategies to eliminate it.11-9199 | 0.05816.3 |
Develop, recommend, or manage security procedures for operations or processes, such as security call centers, system acquisition, development, and maintenance, access control, program models, or reporting tools.11-9199 | 0.05295.7 |
Write or review security-related documents, such as incident reports, proposals, and tactical or strategic initiatives.11-9199 | 0.04174.5 |
Conduct threat or vulnerability analyses to determine probable frequency, criticality, consequence, or severity of natural or man-made disasters or criminal activity on the organization's profitability or delivery of products or services.11-9199 | 0.04094.4 |
Develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources.11-9199 | 0.03623.9 |
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