Parole Officers
Protective ServiceAI exposure
- Data source: BLSPublished: 2026-08
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
0.000
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.28
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, 73% 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
| Task | Claude.aiRaw / share % |
|---|---|
Participate in decisions about whether cases should go before courts and which court should hear them.21-1092 | 0.00000.0 |
| Not observed on any surface — 20 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Prepare and maintain case folder for each assigned inmate or offender. | —0 |
Write reports describing offenders' progress. | —0 |
Inform offenders or inmates of requirements of conditional release, such as office visits, restitution payments, or educational and employment stipulations. | —0 |
Discuss with offenders how such issues as drug and alcohol abuse and anger management problems might have played roles in their criminal behavior. | —0 |
Gather information about offenders' backgrounds by talking to offenders, their families and friends, and other people who have relevant information. | —0 |
Develop liaisons and networks with other parole officers, community agencies, correctional institutions, psychiatric facilities, and aftercare agencies to plan for helping offenders with life adjustments. | —0 |
Arrange for medical, mental health, or substance abuse treatment services according to individual needs or court orders. | —0 |
Provide offenders or inmates with assistance in matters concerning detainers, sentences in other jurisdictions, writs, and applications for social assistance. | —0 |
Arrange for postrelease services, such as employment, housing, counseling, education, and social activities. | —0 |
Recommend remedial action or initiate court action in response to noncompliance with terms of probation or parole. | —0 |
Interview probationers and parolees regularly to evaluate their progress in accomplishing goals and maintaining the terms specified in their probation contracts and rehabilitation plans. | —0 |
Investigate alleged parole violations, using interviews, surveillance, and search and seizure. | —0 |
Conduct prehearing and presentencing investigations and testify in court regarding offenders' backgrounds and recommended sentences and sentencing conditions. | —0 |
Develop and prepare packets containing information about social service agencies, assistance organizations, and programs that might be useful for inmates or offenders. | —0 |
Administer drug and alcohol tests, including random drug screens of offenders, to verify compliance with substance abuse treatment programs. | —0 |
Supervise people on community-based sentences, such as electronically monitored home detention, and provide field supervision of probationers by conducting curfew checks or visits to home, work, or school. | —0 |
Develop rehabilitation programs for assigned offenders or inmates, establishing rules of conduct, goals, and objectives. | —0 |
Assess the suitability of penitentiary inmates for release under parole and statutory release programs and submit recommendations to parole boards. | —0 |
Recommend appropriate penitentiary for initial placement of an offender. | —0 |
Identify and approve work placements for offenders with community service sentences. | —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 |
|---|---|
Prepare and maintain case folder for each assigned inmate or offender.O*NET Task ID 1614 | 1.0 |
Write reports describing offenders' progress.O*NET Task ID 1615 | 1.0 |
Inform offenders or inmates of requirements of conditional release, such as office visits, restitution payments, or educational and employment stipulations.O*NET Task ID 1616 | 1.0 |
Develop rehabilitation programs for assigned offenders or inmates, establishing rules of conduct, goals, and objectives.O*NET Task ID 1619 | 0.5 |
Arrange for medical, mental health, or substance abuse treatment services according to individual needs or court orders.O*NET Task ID 1621 | 0.5 |
Provide offenders or inmates with assistance in matters concerning detainers, sentences in other jurisdictions, writs, and applications for social assistance.O*NET Task ID 1622 | 0.5 |
Arrange for postrelease services, such as employment, housing, counseling, education, and social activities.O*NET Task ID 1623 | 0.5 |
Recommend remedial action or initiate court action in response to noncompliance with terms of probation or parole.O*NET Task ID 1624 | 0.5 |
Assess the suitability of penitentiary inmates for release under parole and statutory release programs and submit recommendations to parole boards.O*NET Task ID 1627 | 0.5 |
Conduct prehearing and presentencing investigations and testify in court regarding offenders' backgrounds and recommended sentences and sentencing conditions.O*NET Task ID 1629 | 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