{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/mental-health-and-substance-abuse-social-workers/",
  "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": "Mental Health and Substance Abuse Social Workers",
    "soc_code": "21-1023",
    "category": "Social Service",
    "us_employment": 132810,
    "median_annual_wage": 60280
  },
  "verdict": "SAFE",
  "risk_resistance": 70,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 13,
    "embodiment": 11,
    "liability_shield": 13,
    "trust_premium": 18,
    "judgment_accountability": 15
  },
  "reasoning": {
    "task_resistance": "Roughly half the week is documentation AI already drafts well — DAP notes, ASAM level-of-care justifications, prior-auth letters, 90-day treatment plan updates, referral lookups — while the assessment interview, motivational interviewing with an ambivalent client, and de-escalating someone in withdrawal remain untouched, which is why this sits at 13 rather than 17: the clerical load is genuinely large, not incidental.",
    "embodiment": "An 11 reflects that a substantial share of caseload work happens off-site — home visits for outreach and engagement, co-response ride-alongs, jail and ED consults, shelter and detox intakes, transporting or accompanying clients to court — but you are not restraining patients or performing procedures, and telehealth has absorbed a real fraction of individual sessions since 2020.",
    "liability_shield": "LCSW/LMSW licensure with state board discipline, mandated-reporter duties under child and elder abuse statutes, and duty-to-warn/Tarasoff exposure put your name personally on the risk assessment and the plan — the reason it is 13 and not 18 is that a meaningful slice of this SOC code works as case managers and bachelor's-level substance abuse counselors under a supervisor's signature rather than independently.",
    "trust_premium": "Retention is the intervention here — a client who has been discharged from three programs stays because it is you they call before using, and the working alliance is the single strongest predictor of outcome in the literature, so the relationship is not packaging around a service, it is the service.",
    "judgment_accountability": "You decide whether someone gets voluntarily admitted or held involuntarily, whether to break confidentiality under 42 CFR Part 2, whether a parent's relapse triggers a CPS report, and whether a suicidal client is safe to go home tonight — calls made on incomplete information, with days-long consequences, and defensible only by your reasoning."
  },
  "rationale": "The core of this job — sitting with a person in crisis, conducting biopsychosocial assessments, judging suicide or relapse risk, and holding a therapeutic relationship over months — is exactly what language models cannot own, and much of it happens in homes, hospitals, jails, and shelters rather than at a desk. What is exposed is the paperwork half: progress notes, treatment plan drafting, insurance authorizations, discharge summaries, and resource lookups, which AI already drafts credibly. Clinical practice generally requires LCSW/LMSW licensure with personal liability for the treatment plan, and payers reimburse a named human clinician.",
  "outlook": "Demand keeps rising with behavioral health need while AI absorbs the documentation load, so the job gets less clerical and more clinical — but caseloads and pay pressure stay real.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State boards (e.g., California BBS, Texas BHEC) or ASWB model rules explicitly requiring a licensed LCSW to review, countersign, and take personal responsibility for AI-generated assessments, risk determinations, and treatment plans — mirroring the 2024-25 wave of state AI-in-therapy bills (Illinois' WOPR Act banning AI from independent therapeutic decision-making; Nevada AB 406; Utah HB 452 disclosure rules)",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "CMS/Medicaid and commercial payer conditions of participation that make the billed clinician of record personally attest that documentation reflects their own clinical judgment, with AI-drafted notes explicitly non-reimbursable absent attestation — the same mechanism already used for scribe attestation in medicine",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "Statutory duty-to-warn/Tarasoff-style and involuntary-commitment (5150/302) statutes amended to name a licensed human as the only permissible determiner of imminent risk, plus malpractice insurers (NASW Assurance Services) writing exclusions for claims where an AI tool made the risk call",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: if documentation, prior authorization, and resource lookup are absorbed by AI, the residual caseload concentrates into crisis response, risk formulation, court testimony, and coordination across jails/hospitals/child welfare — the two tiers here are genuinely separable and the judgment tier is the larger one",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Continued or expanded funding for community-based crisis response (988 mobile crisis teams under CMS's Medicaid mobile crisis intervention benefit, CCBHC expansion) pushing more of the work into homes, streets, and shelters rather than telehealth",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "trust_premium",
        "change": "Little headroom: already at 18. Consumer-facing mandatory AI-disclosure rules (Utah HB 452) could make the human-delivered option explicitly marketed, but the premium is largely priced in",
        "plausibility": "plausible",
        "would_add": 1
      }
    ],
    "ceiling_note": "Ceiling is roughly 82-85. Trust premium and embodiment are near saturation; the real movement is liability formalization plus task-mix concentration. Counterpressure to watch: workforce shortage and payer cost pressure pushing AI-assisted or peer-support-plus-AI models into the low-acuity tier, which shrinks headcount even as per-worker resistance rises."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 112040,
        "wage": 43250
      },
      {
        "y": 2018,
        "emp": 116750,
        "wage": 44840
      },
      {
        "y": 2019,
        "emp": 117770,
        "wage": 46650
      },
      {
        "y": 2020,
        "emp": 116780,
        "wage": 48720
      },
      {
        "y": 2021,
        "emp": 113810,
        "wage": 49130
      },
      {
        "y": 2022,
        "emp": 107940,
        "wage": 51240
      },
      {
        "y": 2023,
        "emp": 114680,
        "wage": 55960
      },
      {
        "y": 2024,
        "emp": 125910,
        "wage": 60060
      },
      {
        "y": 2025,
        "emp": 132810,
        "wage": 60280
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 18.5,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}