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This page explains how the Durability Score is built — the components, the evidence behind each one, and the named sources. For who this work fits and what a career path through it looks like, see the Deep Read. For your personalized match, take the free quiz.
Where the 68 comes from.

Three components - Automation Resistance, Structural Moat, and Demand - add up to 68.

FJP Durability Score
68/100
Automation Resistance
27/40

The paperwork side has changed: reports, video review, redaction, search, translation, scheduling, and dispatch all have AI support. Those tools reach real volume, while arrest authority, force decisions, de-escalation, credibility, and testimony remain person-held boundaries.

Sub-components
Substitution Resistance
23/30

AI can review video, draft reports, redact records, search plates, translate, and help triage calls. Those are real workflow gains. It still does not hold arrest authority, use force, de-escalate a domestic call, judge credibility, or testify about a stop.

Sources feeding this sub-component
Massenkoff-McCrory → Protective Service occupations cluster floor.
MIT Iceberg Index → Skills-decomposition; patrol-and-arrest + judgment-under-uncertainty + court-testimony task reasons.
Anthropic Economic Index → Patrol-and-arrest underrepresented in observed AI conversations; body-cam AI + report-generation surface in workflow data.
Tufts American AI Jobs Risk Index → Protective Service cluster low-vulnerability.
BLS Occupational Outlook Handbook — Police and Detectives → Federal commentary names AI as dampening "sales, design, administrative support" — not law enforcement.
Augmentation Leverage
4/10

Police departments already use body-camera transcription, report drafting, redaction, license-plate search, video analytics, translation, scheduling, and dispatch support. Those tools can reduce administrative load and improve evidence handling, but salary still depends on public pay schedules, overtime, rank, and contracts.

Sources feeding this sub-component
Body-camera AI cluster — Axon Evidence + Axon Body 4 + Motorola V300 + Truleo + Polis Solutions → ~75–80% US patrol-officer body-cam deployment 2025 (Axon disclosures + IACP 2025 BWC Survey).
ALPR cluster — Flock Safety + Vigilant Solutions + Motorola Vigilant + Genetec → Real-time ALPR networks; Flock Safety in 4,500+ jurisdictions.
Axon Draft One auto-narrative-report-generation → AI generates draft incident reports from body-cam footage + officer dictation.
ShotSpotter (Sound Thinking) → Gunshot detection in 250+ cities (some cancellations including Chicago 2024).
Hexagon + Tyler Technologies + Mark43 CAD → AI-augmented call-prioritization + officer-routing.
Cellebrite + GrayKey + ClearView AI → Digital-forensics + facial-recognition (controversial).
Structural Moat
26/35

The moat is state and agency based: academy, certification, field training, background checks, continuing education, and department policy. Physical risk and public scrutiny add barriers, though portability and standards vary by state. Public scrutiny and court credibility add another practical barrier.

Sub-components
Physical & Environmental
7/10

Police work is moderate-high physically: duty gear, long shifts, weather, stairs, lifting, foot pursuits, traffic scenes, contaminants, and possible confrontation. It is not the same thermal load as firefighting, but the chance of sudden physical risk is part of every patrol shift.

Sources feeding this sub-component
BLS OOH — Police and Detectives → Moderate-physical task profile + occasional confrontation + 8–12 hour shifts + body-armor + duty-belt + outdoor exposure.
FBI LEOKA + Blue HELP + IACP officer-mental-health research → Officer-fatality + officer-suicide + cardiovascular + PTSD elevated incidence.
Regulatory Moat
8/12

Most officers pass a state academy, Police Officer Standards and Training certification or equivalent, field training, background checks, medical and psychological screening, firearms qualification, continuing education, and department policy review. The gate is real, but standards and portability differ across states and agencies.

Sources feeding this sub-component
POST (state-by-state Police Officer Standards and Training) → Per-state POST framework; primary state authority.
IADLEST National Decertification Index → National decertification database (~52,000+ records, 2025).
Court rules on officer credibility disclosure → Prosecutors must share officer credibility issues with the defense before trial.
Federal civil-rights lawsuits + U.S. Department of Justice oversight → Federal accountability layer over state rules.
Archbridge State Occupational Licensing Index 2025 → Per-state Police-Officer licensure barriers.
Robotics Resistance
8/8

Robotics and sensors can assist with surveillance, tactical awareness, or traffic enforcement, but they do not replace patrol authority. A robot cannot become the accountable officer for de-escalation, arrest, force, search, testimony, or community contact in ordinary policing.

Sources feeding this sub-component
IFR World Robotics → Service-robotics deployment data; police-specific category negligible.
Humanoid deployment trackers → Used to confirm no officer-substituting humanoid deployments today.
Credential Depth
3/5

The entry path is longer than a simple job application: academy, field training, legal instruction, firearms, driving, defensive tactics, report writing, and ongoing certification. It is still usually below a bachelor's floor nationally, which limits the credential-depth score.

Sources feeding this sub-component
State POST authorities (California POST, Texas TCOLE, Florida CJSTC, etc.) → Per-state academy + certification framework.
Civil-service-exam framework + state physical agility tests → Civil-service exam + standardized physical-agility entry gate.
FLETC + FBI Academy + DEA Academy + ATF Academy + USMS Academy → Federal LEA training authorities (federal credentialing track parallel to state POST).
Demand
15/25

Demand follows public staffing choices. Federal openings are large, but authorized positions, retention, recruiting, budgets, crime patterns, and community-response policy decide whether departments actually hire and keep officers. Openings are real, but agency conditions decide whether they are attractive.

Sub-components
Volume
5/10

Federal projections show about 698,800 police and sheriff's patrol jobs, 3.1% growth, and 53,700 annual openings. The row is large, but openings reflect replacement and retention as much as expansion. National scale does not guarantee healthy local staffing.

Sources feeding this sub-component
Bureau of Labor Statistics Employment Projections → 698.8K jobs in 2024, 3.1% growth, and 53.7K annual openings.
Source Quality
6/8

The demand evidence is tied to public coverage: patrol, emergency calls, investigations, de-escalation, traffic, and testimony. Staffing reports and local budgets matter because cities can authorize, freeze, redirect, or struggle to fill positions regardless of the national row.

Sources feeding this sub-component
Bureau of Labor Statistics occupational outlook profile → Describes patrol, investigation, public-safety, and local-government staffing context.
Resilience
4/7

Public safety, legal authority, and emergency response keep a human patrol role in the system. The resilience is weakened by policy shifts, trust problems, recruiting strain, overtime, and budget limits. Demand is durable, but politically and locally mediated.

Sources feeding this sub-component
Bureau of Labor Statistics occupational outlook profile → Supports the public-safety and government-staffing read.
BLS national wage tables → May 2015 national median $58,323, derived from the hourly median times 2,080; May 2025 national median $76,210 for police and sheriff patrol officers.
Bureau of Labor Statistics Consumer Price Index data → Annual all-items consumer-price averages: 237.017 in 2015 and 321.943 in 2025; the 2015 median equals about $79,215 in 2025 dollars. Real growth is about -3.8%, so one wage-pressure reduction applies.
Three things that would move the score.
Scenario 1
A robot or autonomous AI system can do patrol-officer work.

If courts and communities accepted automated systems making arrest, search, or force decisions without a human officer accountable, substitution pressure would change. Report-writing, video review, and dispatch triage tools do not transfer sworn authority. Proof would have to show court-accepted authority transfer.

Direction
Down, large
Scenario 2
The recruiting and retention crisis worsens or eases meaningfully.

If recruiting keeps worsening, funded openings can rise while the job becomes less healthy. If agencies improve supervision, pay, training, and field support, demand becomes more constructive for new entrants. Watch applications, academy seats, separations, and lateral movement together, not vacancy headlines alone.

Direction
Up or down, modest (1-point band)
Scenario 3
A national police-licensing compact gets enacted, or federal accountability oversight expands.

If states share licensing standards, track decertification, and make lateral transfer cleaner while preserving accountability, the moat strengthens. Federal oversight could also raise practice expectations. Enforceable rules, funded training capacity, and agency adoption matter more than a professional-association proposal without real enforcement.

Direction
Up, modest (1–2 points)
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Last reviewed June 2026 · Next September 2026