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A three-year Florida State partnership with the Leon County Sheriff's Office coded more than 1,000 body camera recordings to measure peaceful resolutions, and the base rates it found are low enough to make its training claim hard to test.
The Scientist · Science desk

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Force in 0.05% of calls is one call in 2,000 [9][1]. If that share and the agitation share rest on the same denominator, then even among the roughly 2.7% of encounters that arrive agitated, force shows up in fewer than two of every hundred [8][2]. The rarity is why the counting exercise was worth three years. It is also what makes the study's second claim hard to close out.
Capt. James Pittman told FSU that moving the rate from 0.05% to 0.04% would justify every dollar and all three years [10]. That is a 20% relative reduction [3], and it is not a change any single agency can see in its own annual totals: at those base rates, a trained group and an untrained group would each need on the order of 700,000 calls before a 20% difference cleared conventional significance at 80% power [4]. Which is why the workable outcome variable for anyone adopting this is technique counts rather than force itself.
There the association reported by the researchers, that deputies who used more techniques were more likely to resolve encounters without force [11], can run in either direction. A subject who is already settling gives an officer room to ask questions, hand over a voice in what happens next, and move them away from whatever set them off [11]. Second-by-second coding across multiple blind passes [6] is exactly the instrument that could break that tie, by establishing whether the technique preceded the subject's shift or followed it, and FSU's account does not say whether the analysis ordered them that way [16].
The account also omits an inter-rater reliability figure for the ten coders, which is the number blind passes exist to produce [6][16], and it gives no size or design for the in-study training trial that preceded the agencywide rollout [12][16]. The population behind the percentages is unstated too: 0.05% of 1,000 recordings is half an event [5], so the force rate has to come from a wider set of call records than the footage that was coded.
What survives all of that is the first half of the work: an operational definition of de-escalation as any action, statement or consideration that lowers the likelihood or severity of force [5], a coding scheme ten people can apply to unredacted footage [6], and base rates for calm, agitated and force outcomes [7][8][9]. Use-of-force reporting cannot produce those numbers by construction, because it records only the encounters where force happened. Part-funding from the Justice Department's Office of Community Oriented Policing Services [4] gives the manual a plausible route to other agencies. On the evidence released so far, I would call de-escalation measurable and the measurement exportable; the stronger word in FSU's summary, teachable [15], is carried by the training trial, and that trial's numbers are in the manuscripts Sheppard and Pittman are still writing [13].
Ranked by verification strength, evidence, and original report placement.
A three-year research collaboration between Florida State University's College of Criminology and Criminal Justice and the Leon County Sheriff's Office produced what FSU describes as one of the most comprehensive real-world studies on police de-escalation to date.
Leon County Sheriff Walt McNeil launched the study after recognizing that agencies across the country heavily document uses of force but overlook successful de-escalation, dedicating LCSO resources, workspace and personnel to partner with FSU.
The study was led by Capt. James Pittman, head of LCSO's Professional Standards and Research Bureau, and Keller Sheppard, an assistant professor in FSU's College of Criminology and Criminal Justice, and culminated in the report "Dissecting De-escalation: A Collaborative Research Initiative."
The initiative was supported in part by the U.S. Department of Justice Office of Community Oriented Policing Services.
Researchers defined de-escalation as any action, statement or consideration by an officer that decreases the likelihood or severity of force.
Moving past the limitations of earlier ride-along studies, the team reviewed more than 1,000 incident recordings, using 10 trained coders to analyze unredacted body-worn camera footage second by second across multiple blind passes.
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Evidence-backed comparisons of source perspectives and observed adoption signals. Read the methodology
Which Builder, Operator, and Investor concerns the observed source mix emphasized—not a truth score.
Evidence, demonstrated adoption, hype gap, incentives, and confidence are assessed independently, each on its own current evidence. How these are measured.
One institutional account, methods held back
Every figure in this story comes from FSU's own announcement as phys.org carries it, and the parts a reviewer would check are the parts not published. Ten coders and multiple blind passes are described without an agreement statistic; the 97%, 2.7% and 0.05% shares arrive without a call count or a description of which calls they cover; the training trial that justified the agencywide rollout has no stated size or comparison group. The coded sample of a thousand recordings would be expected to contain roughly half a use-of-force event, so the headline force rate must come from some other record the release never identifies.
Fully adopted inside one county
Adoption is real and complete where it happened: every patrol deputy and the detention facility staff in Leon County now receive the curriculum, and the report is out through the sheriff's office. It also stops there. The only route beyond one Florida county named in this reporting is a planned appearance before police chiefs at the IACP conference and manuscripts not yet submitted for review, so there is no second agency, no licensing arrangement and no outside training uptake to count.
Conclusion runs ahead of the arithmetic
The claim that de-escalation is a measurable, teachable skill that reduces force appears in the second sentence, before any reported comparison of trained and untrained deputies. What the reporting actually establishes is a correlation with no published effect size and a force rate of one call in 2,000. Pittman's own benchmark, moving 0.05% to 0.04%, is a 20% relative improvement that would need on the order of 700,000 calls per group to distinguish from noise, which is why the national-model framing outpaces what three years in one county can show.
Promotional by construction
A university communications office is announcing its own college's work, a sheriff who commissioned the study is endorsing it, and the captain who ran it is arguing the three years and every dollar were worth it. Federal money from the Office of Community Oriented Policing Services sits behind the initiative, and the next step is a pitch to police chiefs at IACP. Phys.org's role is republication, so no one in this story is positioned to question the numbers, and the phrases doing the heaviest work, "most comprehensive to date" and "national model", are the participants' own.
Thin record, unambiguous shape
We are confident about the reading, not the research. The gaps are stated plainly enough to verify by absence, and the base-rate arithmetic follows from figures the release itself prints, so the judgement that the training claim is currently untestable holds without needing a second source. What we cannot judge is the study behind the announcement: the full report and the manuscripts in preparation may well contain the agreement statistics, the sampling frame and the trial design that would change this assessment.