Gini Loh System Tools

AI Automation Index

Will AI Replace Probation Officers and Correctional Treatment Specialists?

Task-level automation exposure for Probation Officers and Correctional Treatment Specialists: 21 O*NET tasks scored against their work activities, plus the simulator.

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

Automation Exposure

44% weighted task index

21 of 21 tasks scored

Median Salary

$66,270 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Medium

89,390 people hold this job — size, not growth

Projected 2025–35

+3.0% employment change

7,900 openings a year · BLS line item

Pay by state

BLS OEWS publishes 46 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$34,110 – $103,640

Highest medians

California $103,640
Connecticut $97,350
Massachusetts $94,590
Oregon $84,920
Vermont $83,820

Lowest medians

Mississippi $34,110
Missouri $46,840
Oklahoma $50,380
Florida $50,960
Arkansas $51,180

State figures come from the 21-1092 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 44%

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

Physical work 0%

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

Judgment & influence 47%

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

Routine administration 14%

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 46/100 Moderate

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

21 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) 19%

4 tasks

Medium exposure (≥ 35%) 54%

12 tasks

Low exposure (below 35%) 27%

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

#1614 · Core · 72% automatable

Prepare and maintain case folder for each assigned inmate or offender.

text generation — Maintain client records; human owns sensitive judgment

Maintain client information or service records.
#1618 · Core · 45% automatable

Gather information about offenders' backgrounds by talking to offenders, their families and friends, and other people who have relevant information.

interpersonal — Client info gathering needs human relationship and trust

Collect information about clients.
#1625 · Core · 30% automatable

Interview probationers and parolees regularly to evaluate their progress in accomplishing goals and maintaining the terms specified in their probation contracts and rehabilitation plans.

interpersonal — Client background interviews are relational

Interview clients to gather information about their backgrounds, needs, or progress.
#1617 · Core · 30% automatable

Discuss with offenders how such issues as drug and alcohol abuse and anger management problems might have played roles in their criminal behavior.

interpersonal — Substance abuse counseling needs trust and accountability

Counsel clients or patients with substance abuse issues.
#20056 · Core · 19% automatable

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.

visual inspection — Monitoring health/behavior of people or animals is on-site

Monitor health or behavior of people or animals. Visit individuals in their homes to provide support or information.
#1628 · Core · 55% automatable

Investigate alleged parole violations, using interviews, surveillance, and search and seizure.

information retrieval — Legal research strong, judgment and accountability human

Investigate legal issues.
#1624 · Core · 40% automatable

Recommend remedial action or initiate court action in response to noncompliance with terms of probation or parole.

decision support — Legal action recommendations need licensed accountability

Recommend legal actions.
#1621 · Core · 45% automatable

Arrange for medical, mental health, or substance abuse treatment services according to individual needs or court orders.

decision support — Arranging services involves human coordination and liability

Arrange physical or mental health services for clients.
#1620 · Core · 30% automatable

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.

interpersonal — Facilitating program relationships is human networking

Develop working relationships with others to facilitate program activities.
#20055 · Core · 18% automatable

Administer drug and alcohol tests, including random drug screens of offenders, to verify compliance with substance abuse treatment programs.

physical manipulation — Drug screening requires specimen collection and handling

Administer drug screening tests.
#1616 · Core · 62% automatable

Inform offenders or inmates of requirements of conditional release, such as office visits, restitution payments, or educational and employment stipulations.

information retrieval — AI explains policies; human handles live questions

Explain regulations, policies, or procedures.
#1631 · Core · 40% automatable

Participate in decisions about whether cases should go before courts and which court should hear them.

decision support — Legal action recommendations need licensed accountability

Recommend legal actions.
#1615 · Core · 72% automatable

Write reports describing offenders' progress.

text generation — Reports/evaluations drafted; human owns judgment

Write reports or evaluations.
#1629 · Core · 48% automatable

Conduct prehearing and presentencing investigations and testify in court regarding offenders' backgrounds and recommended sentences and sentencing conditions.

information retrieval — Legal research strong, judgment and accountability human

Investigate legal issues. Recommend legal actions.
#1623 · Core · 45% automatable

Arrange for postrelease services, such as employment, housing, counseling, education, and social activities.

decision support — Arranging services involves human coordination and liability

Arrange physical or mental health services for clients.
#1622 · Core · 50% automatable

Provide offenders or inmates with assistance in matters concerning detainers, sentences in other jurisdictions, writs, and applications for social assistance.

decision support — Resource navigation aided by AI; human owns case

Help clients get needed services or resources.
#1633 · Core · 35% automatable

Develop and prepare packets containing information about social service agencies, assistance organizations, and programs that might be useful for inmates or offenders.

interpersonal — Community outreach and physical material distribution

Provide educational materials to community members.
#1619 · Supplemental · 45% automatable

Develop rehabilitation programs for assigned offenders or inmates, establishing rules of conduct, goals, and objectives.

decision support — Drafts program plans; community engagement and clinical input human

Plan programs to address community mental wellness needs.
#1630 · Supplemental · 40% automatable

Recommend appropriate penitentiary for initial placement of an offender.

decision support — Legal action recommendations need licensed accountability

Recommend legal actions.
#1627 · Supplemental · 64% automatable

Assess the suitability of penitentiary inmates for release under parole and statutory release programs and submit recommendations to parole boards.

text generation — Reports/evaluations drafted; human owns judgment

Evaluate characteristics of individuals to determine needs or eligibility. Write reports or evaluations.
#1632 · Supplemental · 55% automatable

Identify and approve work placements for offenders with community service sentences.

decision support — Program matching aided by AI; human executes referral

Refer individuals to educational or work programs.
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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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