{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/private-detectives-and-investigators/",
  "methodology": "https://cookedindex.com/methodology",
  "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.",
  "scored_at": "2026-08-11",
  "model": "claude-opus-5",
  "occupation": {
    "title": "Private Detectives and Investigators",
    "soc_code": "33-9021",
    "category": "Protective Service",
    "us_employment": 35580,
    "median_annual_wage": 51220
  },
  "verdict": "EXPOSED",
  "risk_resistance": 56,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 10,
    "embodiment": 14,
    "liability_shield": 11,
    "trust_premium": 10,
    "judgment_accountability": 11
  },
  "reasoning": {
    "task_resistance": "Half your billable hours — TLO and IRB searches, courthouse record pulls, asset and lien checks, drafting the surveillance summary — are now a subscription and a prompt away, while the other half (mobile surveillance in traffic, pretext canvassing at a door, catching the claimant lifting a cooler on video) can't be run remotely, which is why this lands at 10 and not 5 or 15.",
    "embodiment": "Insurance and infidelity work means hours in an unair-conditioned vehicle in a residential zone you don't control, moving on foot when the subject does, dealing with being made by a neighbor or a patrol car — uncontrolled and unpredictable, but you're not climbing towers or entering confined spaces, which is what separates 14 from 18.",
    "liability_shield": "Most states (CA BSIS, TX DPS, FL Chapter 493) require a licensed agency plus individual registration with hour requirements, and an unlicensed investigator's product gets excluded and can trigger criminal exposure — but the licence covers conduct and evidence handling, not a protected scope of practice a non-licensee is barred from performing, so it sits mid-band rather than at physician or PE level.",
    "trust_premium": "Repeat business comes from a handful of defense firms, claims adjusters, and staff counsel who keep calling the investigator whose reports hold up in deposition, but the assigning adjuster rotates and much of the work is placed by panel or vendor network on price and turnaround, so the relationship is a real advantage and not the product itself.",
    "judgment_accountability": "You decide in the moment whether to break off a follow, whether a pretext crosses into the state's prohibited conduct, what goes in the report and what stays out — and that call can taint a case or expose the client — but the assignment scope and legal boundaries are set by the retaining attorney, which caps this at 11."
  },
  "rationale": "The desk half of this job — public-records pulls, skip tracing, social media sweeps, credit and criminal database checks, and writing up the investigative report — is exactly what aggregation platforms and LLMs now do faster and cheaper, and that half has been shrinking for a decade. What survives is physical: sitting on a subject for six hours, following a vehicle through traffic, knocking on a neighbor's door, testifying about the chain of evidence. Most states license PIs and courts care who collected the evidence, which puts a real floor under the field-work tier even as the research tier commoditizes.",
  "outlook": "Database-research PIs get squeezed out by self-serve platforms while licensed field investigators who do surveillance, interviews, and testify hold steady demand from insurers and law firms.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State licensing boards (e.g., California BSIS, Texas DPS PSB) tightening rules so that any investigative report sold to a client — including one assembled from AI-aggregated data — must be signed by the licensed PI of record, who is personally accountable for accuracy; plus FCRA enforcement treating AI-generated background dossiers used for employment/tenant screening as consumer reports requiring a licensed, liable human verifier. CFPB's 2024 guidance on background-screening data accuracy is the visible hook.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Court evidentiary rules (state analogs to FRE 901/902 authentication) requiring a live human witness who personally observed or collected surveillance material before video/GPS evidence is admitted, explicitly excluding automated collection affidavits — being litigated now as deepfake-driven authentication challenges spread.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier shift: as records pulls and social sweeps commoditize, the residual day becomes pretext interviews, source development, testimony prep, and deciding what a contradictory record set actually means — work current models cannot do at usable quality. No law needed; already visible in the shift of PI billing from research hours to surveillance and interview hours.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Insurer SIU contracts and corporate internal-investigation protocols (e.g., post-Sarbanes/whistleblower workflows) naming a licensed investigator as the person who decides whether a claim is referred for fraud prosecution or an employee allegation is substantiated — a consequential call under ambiguity with a named owner rather than a scored output.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Anti-stalking and data-broker statutes (Illinois BIPA-style biometric limits, state ALPR restrictions, EU-influenced state privacy bills) closing off automated remote surveillance, forcing location verification back into physical presence.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "trust_premium",
        "change": "Defense-side and family-law clients paying specifically for a human who can be deposed and cross-examined about method — buyers already choose PIs partly for courtroom presentability, and that widens if AI-sourced evidence draws routine reliability challenges.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "The research tier is not coming back; most of the upside is confined to the field and testimony tier, which is a minority of current headcount. Even with every lever, this stays a smaller occupation — resistance rises per surviving worker, not for the 35,580."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 30980,
        "wage": 50700
      },
      {
        "y": 2018,
        "emp": 30990,
        "wage": 50090
      },
      {
        "y": 2019,
        "emp": 35000,
        "wage": 50510
      },
      {
        "y": 2020,
        "emp": 32200,
        "wage": 53320
      },
      {
        "y": 2021,
        "emp": 28860,
        "wage": 59380
      },
      {
        "y": 2022,
        "emp": 32050,
        "wage": 52120
      },
      {
        "y": 2023,
        "emp": 34600,
        "wage": 49540
      },
      {
        "y": 2024,
        "emp": 38700,
        "wage": 52370
      },
      {
        "y": 2025,
        "emp": 35580,
        "wage": 51220
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 14.8,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "detectives-and-criminal-investigators",
      "title": "Detectives and Criminal Investigators",
      "verdict": "SAFE",
      "risk_resistance": 69,
      "median_wage": 93790,
      "overlap": 81,
      "skills_to_close": [
        "Instructing"
      ]
    },
    {
      "slug": "police-and-sheriff-s-patrol-officers",
      "title": "Police and Sheriff's Patrol Officers",
      "verdict": "SAFE",
      "risk_resistance": 82,
      "median_wage": 76210,
      "overlap": 70,
      "skills_to_close": [
        "Instructing",
        "Operations Monitoring",
        "Coordination",
        "Management of Personnel Resources"
      ]
    },
    {
      "slug": "transit-and-railroad-police",
      "title": "Transit and Railroad Police",
      "verdict": "SAFE",
      "risk_resistance": 73,
      "median_wage": 90230,
      "overlap": 62,
      "skills_to_close": [
        "Operations Monitoring",
        "Instructing",
        "Management of Personnel Resources",
        "Troubleshooting"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}