One county timed its own officers before it talked to a vendor. Most of the week went to paperwork. Here is the arithmetic, what it costs a caseload, and what agencies measured when the note started writing itself.
Ask a chief probation officer what their people do all day and you will hear "supervise." Ask the officers and you will hear "type." In December 2025 a county corrections department settled the question by timing it. Before it had used RePath, the department ran a time study on its own officers. The result: 72.7% of officer time went to administrative and system work. 18.7% went to direct supervision of people. Case management data entry alone took 9.2 hours a week per officer, the single largest block of the week.
Nobody who runs a supervision agency was surprised. But most agencies have never measured it, and until you measure it you cannot manage it. This article does the arithmetic on that study, shows the ranges agencies have measured when they moved documentation and check-ins onto the phone, and says what a director can and cannot do with the hours.
Take a 40-hour week and apply the study's percentages. About 29 hours go to administrative and system work. About 7.5 hours go to being with the people on the caseload. The 9.2 hours of data entry, over a working year of roughly 48 weeks, comes to about 440 hours per officer per year spent moving information from one place into a system. That is eleven working weeks a year, per officer, on data entry.
Those are the study's numbers with the arithmetic done, not RePath's numbers. Your agency's split will differ. The point is the shape: the job most officers were hired to do, the conversation that changes whether someone makes it, is a minority of the week almost everywhere anyone has looked.
The visit note is the biggest single line. An officer finishes a visit and spends 30 to 45 minutes turning what happened into a chrono. If the visit was hard, the note is harder, because the officer was trying to be present in the room and take notes at the same time. Across a caseload of 50 to 100 people that becomes days a month, and it becomes the backlog every supervisor knows about and nobody can clear.
The rest is scattered. Phone tag to confirm an appointment. The voicemail queue every morning. Manual reminders before a court date. Check-ins that arrive on a paper form or in person and then get keyed in. A request for a proof of address or a pay stub that takes three contacts to close. None of it is wasted work. All of it is work a phone can carry.
RePath customers report 8 to 10 hours a week back per officer after moving check-ins, reminders, messaging and visit notes onto the phone. That figure comes from platform activity and agency time studies across multiple agencies, not from one site. The largest single sample we hold is a statewide agency pilot that measured 10.8 hours per officer per week.
Scale it and the shape of the decision changes. Ten officers at 8 to 10 hours a week is 80 to 100 hours a week of capacity, the working time of two to two and a half officers. Fifty officers is 400 to 500 hours a week. A state corrections department that measured 765 officer hours back in a 15-week pilot across three offices projected about 24,000 hours a year across the state, about 13 positions of capacity at its own salary rate.
Two cautions. These are ranges measured by other agencies, and yours will land where your caseload mix, documentation standard and adoption put it. And capacity is not savings. Nobody in these stories cut an officer. The hours went back into the week, and the director decided where.
A state juvenile justice agency counted 11,927 officer hours returned in six months, about eleven and a half full-time positions of capacity, while carrying about 150 vacancies. The same agency saved more than 1,600 hours on case notes alone in a single year. The returned capacity absorbed work the vacancies were supposed to cover.
The state corrections department with 765 pilot hours had about 30 positions it could not hire into. It removed vacant positions and used that salary line to fund a three-year statewide contract. It did not find new money. The positions it could not fill were already funding the answer.
The officers describe it differently. A treatment court officer who used to finish chronos on the weekend puts the documentation time she has recovered at 24 hours or more, and says she is finally getting to the list that had been getting longer. Officers in Kansas describe the difference as being present in the room instead of taking notes in it.
"It allows me to focus on the individual with whom I am meeting. By the time I walk the person out and come back to my office, my chronos are done and waiting for me to post."
Four things a director can do with this.
Measure your own split first. Two weeks, a sample of officers, five categories: visits and contacts, documentation, data entry, scheduling and reminders, everything else. The county study above was done without a vendor in the room, and that is the right way to do it. A number you measured yourself is the only number your board will believe.
Decide where recovered capacity goes before it arrives. Field time, a lower caseload ratio, absorbing vacancies, a higher standard for contacts. If you do not decide, the hours get absorbed invisibly and you will have nothing to show for them.
Treat the range as a range. Build the case on 8 hours and treat 10 as upside. Promise the low end, measure it after 90 days, and report what you found. Agencies that do this keep their credibility with finance whichever way the number lands.
Keep the officer as the author. The hours come from the note writing itself, not from lowering the documentation standard. A note that took 30 to 45 minutes takes about five, and the officer still reviews, edits and posts it. One Kansas officer said she would not feel awkward reading a Visit Assist note in testimony. That is the bar.
The ROI calculator takes your officer count, your caseload and your own hourly rate and shows every assumption it makes. The figures in this article, with their sources, are on State of Community Supervision, and the statewide pilot is written up as a case study.
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