Probation Officers and Correctional Treatment Specialists
In short: today's best AI models could do about 34% of this job's working time (projected from METR's April 2026 measurement and Epoch's November 2026 index) if the work were set up for them, and about 37% by the end of 2028 if progress keeps its long-run pace. The conversations, in-person and hands-on work, about 63% of the time, stays with people.
Provide social services to assist in rehabilitation of law offenders in custody or on probation or parole. Make recommendations for actions involving formulation of rehabilitation plan and treatment of offender, including conditional release and education and employment stipulations.
89,390 people do this job in the US. $66,270 a year.
Reviewed on October 1, 2026: what each task is made of, and what handing it over would ask.
A typical 40-hour week
- AI could take on2 h
- A person checks AI's work12 h
- Desk work AI can't do yet1 h
- Stays with people25 h
Probation Officers and Correctional Treatment Specialists, now: of a 40-hour week, AI could take on 2 hours, 12 hours become checking its work, 1 hours are desk work it can't do yet, and 25 hours stay with people.
The largest pieces: Presentence investigations and testimony (about 3 h, a person checks); Write progress reports (about 2 h, a person checks); Maintain case folders (about 2 h, a person checks).
Estimates for a typical week of this job, if progress keeps its long-run pace, counting work the best models finish four times in five. Every task is below.
of the working time. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
- 33%
- 5%
- 17%
- 36%
- 11%
of the work: Anthropic's measure of what people already bring to Claude at work (2025). It counts help with part of a task, so it can be higher than the share within reach.
On the chosen pace and reliability. Estimate.
Share of the working time within reach, now to 2030
Change assumptionsHide assumptionsLong-run pace, four in five
What each choice means: , , , , . Every pace starts from .
At this date and pace, models finish tasks up to 2.4 work days long four times in five.
What handing it over would take, now
The 34% within reach splits by what a model would need. The dates, pace and reliability follow the controls above. Estimates.
of the working time. The material can be handed to a model and the result handed back.
of the working time. The model has to be connected to the system the work lives in.
is conversation short enough by length. This site leaves conversation with people, so it is not in the total.
How far this has come
With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 20%. Today's estimate: 34%.
A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.
Measured use over time
None of this job's 21 tasks showed up in the Claude.ai conversations Anthropic sampled in any of its 7 releases, from February 2025 to May 2026.
Measured, not estimated: Anthropic's samples of Claude.ai conversations, each tied by a model to an O*NET task, from the Anthropic Economic Index. It says where Claude's use goes, not how much of this job's working time it covers, so it is not on the same scale as the reach above. The releases differ in their sample, their classifier and the smallest share they report (the June 2026 file rounds each task to a hundredth of a percent, so a smaller task reads as none), which is why a change of method starts a new line. At least 96% of each older release's task-tied use matched this site's tasks, and all of the newest. Claude.ai only, so use through other tools and other companies' models is not in it. Every job ranked.
Robots and the physical work
Anthropic rates 21% of this job's working time as physical work. For 5% of the working time, a robot has been shown doing most of the task somewhere: 5% in a purpose-built cell. 0.05 of 3, the 587th highest of the 923 jobs.
- Not physical 79%
- No robot shown 16%
- In a purpose-built cell 5%
Anthropic's rating, not this site's estimate: Claude Opus 5, searching the web, rated each physical O*NET task by the kind of setting in which a robot it could cite (deployed, sold or demonstrated) does most of the task, weighted by its own estimate of each task's share of the time (What work can robots do?, September 30, 2026, data CC BY 4.0; every job ranked). A robot shown somewhere is not a robot in your building: cost, setup and safety decide that. The share within reach on this page still counts no body work. The robot behind each rated task is under the task below.
What changes for the people in this job
From the task-by-task review, by the end of 2028 on the long-run pace at four in five. It says which parts of the work stay with people and which change, not whether anyone keeps a job: that depends on decisions no data set can see.
What stays with people
63% of the working time: the conversation, in-person and hands-on parts of the tasks.
- Gather background information, the conversation, 13%
- Investigate parole violations, the in-person work, 12%
- Presentence investigations and testimony, the in-person work, 7%
- Field supervision and curfew checks, the hands-on work, 6%
- Discuss causes of offending, the in-person work, 5%
- Build agency networks, the conversation, 4%
What becomes checking the machine
33% of the working time: desk work a model could do by then, in tasks where a mistake costs something or a licensed person signs. A person checks it. Another 4% is desk work that is small if wrong, which can be handed over with lighter checks.
- Presentence investigations and testimony, a licensed person signs, 10%
- Write progress reports, severe if wrong, 4%
- Maintain case folders, severe if wrong, 4%
- Develop rehabilitation plans, severe if wrong, 4%
- Act on violations, a licensed person signs, 3%
- Assess inmates for parole, severe if wrong, 2%
What to learn
- Judgment where errors are severe. Some tasks are severe if wrong. Knowing when not to trust an output matters more there than speed.
- The conversations. About 52% of the time is conversation and in-person work, which this site leaves with people: listening, explaining, persuading, calming.
- Handling protected records. Much of the work touches protected personal records: knowing what may be shared with a model, and how, is part of the job.
- Dealing with people outside the organization. Customers, patients, suppliers or the public: trust with them is built by a person.
- Reviewing work you did not do yourself. The tasks under What becomes checking the machine, where a mistake costs something, stay a person's to check or sign: spotting what a draft gets wrong is a skill of its own.
Your own version of this job: read it against your job description. The headline is free; the full personal report, every task with its timeline and what to learn, is $19 (a sample).
The tasks
Sorted by . 21 tasks from .
| Task | ||||
|---|---|---|---|---|
| Conduct prehearing and presentencing investigations and testify in court regarding offenders' backgrounds and recommended sentences and sentencing conditions.The investigation written up, and testimony in court.Done more than yearly by most who do it. | 17% | 1 work day3.3 h to 2.5 work days | Documents 60%, in person 40% | 42%Desk part half by now |
| Gather information about offenders' backgrounds by talking to offenders, their families and friends, and other people who have relevant information.Interviews with the offender and the people around them, in person and by phone.Done daily by most who do it. | 13% | 2.5 h50 min to 6.7 h | Conversation 50%, in person 50% | Stays with people |
| Investigate alleged parole violations, using interviews, surveillance, and search and seizure.Interviews, watching, and searches under the officer's authority.Done more than weekly by most who do it. Robots: no robot shown. Anthropic's rating. | 12% | 3.3 h1.3 h to 1.3 work days | In person 50%, hands-on 50% | Stays with people |
| 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.Visits to homes and workplaces, with the driving between them.Done daily by most who do it. Robots: no robot shown. Anthropic's rating. | 6% | 1.3 h38 min to 3.3 h | Hands-on 60%, in person 40% | Stays with people |
| Discuss with offenders how such issues as drug and alcohol abuse and anger management problems might have played roles in their criminal behavior.Counseling conversations with the offender in the room.Done daily by most who do it. | 5% | 50 min25 min to 1.7 h | In person 100% | Stays with people |
| Develop rehabilitation programs for assigned offenders or inmates, establishing rules of conduct, goals, and objectives.Writing the plan and going over it with the offender.Done more than monthly by most who do it. | 5% | 2.5 h1.3 h to 4.2 h | Documents 70%, in person 30% | 70%Desk part half by now |
| Write reports describing offenders' progress.Writing the report for the court or the file.Done daily by most who do it. | 4% | 50 min25 min to 2.1 h | Documents 100% | 100%Half by now |
| Prepare and maintain case folder for each assigned inmate or offender.Entries and filings in each case record.Done daily by most who do it. | 4% | 38 min17 min to 1.7 h | Systems 100% | 100%Half by now |
| 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.Calls and meetings with the agencies that take referrals.Done daily by most who do it. | 4% | 50 min25 min to 2.5 h | Conversation 80%, in person 20% | Stays with people |
| Recommend remedial action or initiate court action in response to noncompliance with terms of probation or parole.The violation report and the petition to the court.Done more than monthly by most who do it. | 4% | 1.7 h38 min to 4.2 h | Documents 80%, conversation 20% | 80%Desk part half by now |
| Participate in decisions about whether cases should go before courts and which court should hear them.Case conferences and the file, deciding whether a case goes to court.Done daily by most who do it. | 4% | 1.1 h25 min to 2.1 h | Conversation 60%, documents 40% | 40%Desk part half by now |
| Develop and prepare packets containing information about social service agencies, assistance organizations, and programs that might be useful for inmates or offenders.Compiling the agency information into packets.Done more than monthly by most who do it. | 4% | 1.7 h50 min to 4.2 h | Documents 100% | 100%Half by now |
Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach. Made of: how the task's time splits among five kinds of doing. Only the documents and systems parts can count as within reach, so a task that is 30% documents can be at most 30% within reach.
Jobs that share skills with this one
From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.
- Correctional Officers and Jailers17% now, 18% by 2028
- Child, Family, and School Social Workers32% now, 44% by 2028
- First-Line Supervisors of Correctional Officers28% now, 29% by 2028
- Rehabilitation Counselors64% now, 64% by 2028
- Mental Health and Substance Abuse Social Workers27% now, 43% by 2028
- Social and Human Service Assistants24% now, 24% by 2028
Where this job works
The industry groups that employ the most of it (BLS, May 2025).
Where the most of these jobs are
The metro areas with the most people in it (BLS, May 2025).
Questions about this job
- How much of the work of Probation Officers and Correctional Treatment Specialists is within reach of AI now?
- An estimated 34% of the working time is within reach of AI models now and 37% by the end of 2028, on METR's long-run pace at four in five. Within reach means a model could finish work that long at that reliability. It is not a forecast of jobs lost or of savings.
- Which tasks of Probation Officers and Correctional Treatment Specialists come within reach first?
- Weighted by the time each takes, the tasks with the most within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index) are: Presentence investigations and testimony (42% of the task's time now, 60% by the end of 2028); Write progress reports (100% of the task's time now); and Maintain case folders (100% of the task's time now).
- Which tasks of Probation Officers and Correctional Treatment Specialists stay with people?
- Tasks that are people work or body work are not counted as within reach at any date. The largest: Gather background information; Investigate parole violations; and Field supervision and curfew checks. Together such tasks are about 45% of the working time, and the people and body parts of the other tasks stay with people too.
- What should Probation Officers and Correctional Treatment Specialists learn as AI takes on more of the work?
- By the job's own task-by-task review, the first things to learn are judgment where errors are severe; the conversations; and handling protected records. By the end of 2028 on the long-run pace at four in five, about 63% of the working time stays with people, 33% becomes checking a model's work and 4% could be handed over with lighter checks. It says which parts of the work change, never whether anyone keeps a job.
- Do people already use AI for the work of Probation Officers and Correctional Treatment Specialists?
- In the Claude.ai conversations Anthropic sampled for May 2026, no reportable share went to this job's tasks. Anthropic's labor market measure puts the share of the job's tasks seen in real Claude use at work at 0%. These are measures of use, not of how much of the work AI could finish, and they cover Claude only.
- Can robots do the physical work of Probation Officers and Correctional Treatment Specialists?
- Anthropic's robot exposure rating (September 2026) finds 21% of the working time is physical work, and that a robot has been shown doing most of the task, somewhere, for 5% of the working time. Its index is 0.05 of 3. One example: Thermo Scientific automated drugs-of-abuse testing solution (Indiko/Indiko Plus analyzers with Paracelsus / Drug Court Case Management software) for "give drug and alcohol tests". A robot shown somewhere is not one in every workplace; this site's own estimates still count no physical work as within reach.
- How is this estimated?
- From the 21 tasks O*NET lists for the occupation, each with an estimated length checked against GDPval and a share of the working time, reviewed one task at a time on October 1, 2026 for what each is made of (documents, business systems, conversation, in person, hands-on), and METR's measurements of how long a task the best AI models can finish, carried forward to the date from the latest, Claude Mythos Preview (early) in April 2026. Data checked November 10, 2026.
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