{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/community-and-social-service-specialists-all-other/",
  "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": "Community and Social Service Specialists, All Other",
    "soc_code": "21-1099",
    "category": "Social Service",
    "us_employment": 107730,
    "median_annual_wage": 56730
  },
  "verdict": "EXPOSED",
  "risk_resistance": 49,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 11,
    "embodiment": 11,
    "liability_shield": 4,
    "trust_premium": 14,
    "judgment_accountability": 9
  },
  "reasoning": {
    "task_resistance": "Screening a client for SNAP/Medicaid eligibility, generating a referral list, and writing the case note are already being done by benefits-screening software, but sitting with someone in a shelter intake room who won't produce documents, or convincing a landlord to hold a unit for a reentry client, has no digital substitute — roughly half the workweek is exposed, which is what puts this at 11 rather than 6 or 15.",
    "embodiment": "Home visits, ride-alongs to court dates and clinic appointments, street outreach to encampments, and staffing a table at a community health fair are recurring duties, but they're punctuated by long stretches at a desk in the CRM or HMIS — this is a job with a car and a caseload, not a job with tools and a jobsite, hence 11 and not 16.",
    "liability_shield": "Most of these positions post as bachelor's-preferred with no licence at all; a CHW certification or a state peer-support credential may be listed, and neither creates personal legal exposure — the agency's clinical supervisor or the LCSW signs off on anything with consequence, which is why this sits at 4 and not 8.",
    "trust_premium": "Clients in reentry, housing-first, and domestic-violence programs disclose to the specific person who showed up last time and didn't report them; continuity of that one relationship is what makes a no-show rate drop, and program outcomes are tracked against it — the 14 reflects that the relationship is the intervention, capped below 17 only because grant-funded turnover means agencies routinely reassign caseloads.",
    "judgment_accountability": "You decide whether a family goes on the priority list, whether today's disclosure crosses into a mandated-reporter call, and whether to keep a client in a program after a relapse — real calls, but made inside eligibility rules, funder-defined service tiers, and a supervisor's sign-off, which is why this is 9 and not the 15 a clinical decision-maker would carry."
  },
  "rationale": "This is a residual bucket — outreach workers, program coordinators, benefits navigators, reentry and housing specialists — and the modal worker splits time between in-person client contact and a heavy documentation load: intake forms, case notes, eligibility screening, grant reporting, referral logs. The paperwork half is squarely in AI's wheelhouse, and eligibility triage and resource matching are already being handled by chatbots and benefit-screening tools. What holds is the part that requires showing up: home visits, community meetings, walking a distrustful client through a system that has failed them, and de-escalating in real time.",
  "outlook": "Documentation-heavy navigator and coordinator roles thin out as agencies push intake and eligibility screening to automated tools, while field-based, crisis-facing, and licensed positions hold steady or grow with demand.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "If AI absorbs intake forms, eligibility screening and grant-report drafting, the residual job becomes home visits, engagement of clients who have disengaged, and case conferencing — a genuine two-tier split where the surviving tier is judgment and presence. Watch for Medicaid 1115 waiver and CalAIM Enhanced Care Management contracts that pay per in-person contact rather than per case note.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "embodiment",
        "change": "If housing-first and street-medicine models continue expanding (e.g. HUD Continuum of Care outreach requirements, state-funded encampment response teams) the field-contact share of the day rises rather than the desk share.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "If state credentialing spreads for the sub-roles now unlicensed — e.g. state certification for peer support and community health workers tied to Medicaid billing (already in place in Texas, Michigan, Indiana), plus mandated-reporter duties attaching personally to the named worker on a case — a human signature becomes billing-required. Also watch VA and SAMHSA grant terms requiring a named certified staffer of record for each enrolled client.",
        "plausibility": "already happening",
        "would_add": 5
      },
      {
        "dimension": "judgment_accountability",
        "change": "If child-welfare and reentry agencies adopt rules that algorithmic risk scores are advisory only and a named specialist must document an override rationale — as followed the Allegheny County screening tool controversy and DOJ scrutiny — the override call sits with the human and is auditable.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "If funders formalize lived-experience hiring preferences (returning-citizen reentry navigators, peer specialists with the same recovery or immigration history as clients), the buyer is explicitly paying for who the worker is, not the output.",
        "plausibility": "already happening",
        "would_add": 2
      }
    ],
    "ceiling_note": "Wages and funding structure cap this: the work is grant-funded and chronically underpaid, so agencies face strong pressure to substitute software or volunteers wherever a signature isn't legally required. Trust premium here is paid by funders, not clients, and funders respond to cost."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 101230,
        "wage": 41570
      },
      {
        "y": 2018,
        "emp": 98170,
        "wage": 42620
      },
      {
        "y": 2019,
        "emp": 97480,
        "wage": 43790
      },
      {
        "y": 2020,
        "emp": 87800,
        "wage": 46770
      },
      {
        "y": 2021,
        "emp": 90770,
        "wage": 47390
      },
      {
        "y": 2022,
        "emp": 94270,
        "wage": 47290
      },
      {
        "y": 2023,
        "emp": 95310,
        "wage": 49690
      },
      {
        "y": 2024,
        "emp": 110390,
        "wage": 54940
      },
      {
        "y": 2025,
        "emp": 107730,
        "wage": 56730
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 6.4,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}