{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/home-health-and-personal-care-aides/", "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": "Home Health and Personal Care Aides", "soc_code": "31-1120", "category": "Healthcare Support", "us_employment": 4305810, "median_annual_wage": 35800 }, "verdict": "SAFE", "risk_resistance": 70, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 17, "embodiment": 20, "liability_shield": 7, "trust_premium": 17, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "Pivot-transferring a 200-pound contracture patient from bed to commode, coaxing a dementia client through a shower, and pressure-cooking a low-sodium meal in someone else's kitchen are the hours that get billed — the software-shaped slice is the EVV clock-in and the daily task checklist, which is why this sits at 17 rather than mid-teens.", "embodiment": "Every shift happens in an uncontrolled private residence with unpredictable stairs, pets, hoarding, and no lift equipment, and the work is skin-to-skin: perineal care, nail and mouth care, repositioning, ambulation support — there is no remote version of any of it, which is the definition of 20.", "liability_shield": "Medicare-certified agencies require 75 hours of training and a competency evaluation under 42 CFR 484.80, and some states add an HHA registry listing, but the aide holds no license that can be revoked by a board and the RN who signs the care plan owns clinical liability — that training floor is what lifts this off 3 to a 7.", "trust_premium": "Clients let one specific person see them naked and incontinent four mornings a week, families request that aide by name, and a replacement warm body routinely triggers refusal of care — the relationship is the service, docked from 20 only because agency scheduling churn and Medicaid reassignment mean the client often has no say in who arrives.", "judgment_accountability": "The care plan specifies the ADLs and the aide is barred from adjusting medication or performing skilled tasks, but the discretion that matters is unsupervised triage — noticing a new sacral redness, a sudden confusion, a fall risk, or a bruise that means calling the nurse or APS — real stakes, narrow authority, which is a 9 rather than a 14." }, "rationale": "Bathing, transferring, toileting, dressing, meal prep, and wound-site observation in a cluttered private home are exactly the tasks robotics cannot touch and language models cannot substitute for. The automatable slice is thin — visit notes, scheduling, care-plan documentation, and eligibility paperwork — while the hands-on hours are the job. The real threats here are wages and turnover, not AI; note that licensure is weak (agency training and state HHA certification rather than a personally liable license), so the moat is physical and relational, not regulatory.", "outlook": "Demand grows faster than almost any other occupation through the 2030s as the population ages; AI will absorb the paperwork and remote monitoring while the physical care hours expand.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State expansion of mandatory HHA certification with individual registry listing and personal accountability for abuse/neglect findings — e.g. states adopting CMS-style training-hour minimums for Medicaid HCBS personal care workers, or California-style Home Care Aide Registry requirements extended to all payers, plus mandated-reporter status with individual sanction rather than agency-only liability", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "Electronic Visit Verification (21st Century Cures Act, already in force for Medicaid personal care) tightened so the aide's own attestation of task completion becomes the fraud-liable record, making the named individual — not the agency — the signer on billable service delivery", "plausibility": "already happening", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Hospital-at-home and Medicaid HCBS programs formally assigning aides escalation duties — protocolized deterioration triage, fall-risk and skin-integrity reporting that nurses act on — as in some ACO/managed-LTSS contracts paying differentials for 'care escalation' roles; the aide then owns the call to escalate under ambiguity", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Consumer-directed care budgets (Medicaid self-direction, VA Veteran-Directed Care) growing so the client personally hires and can refuse remote-monitoring substitution — buyer choice of a specific named human is contractual, not incidental", "plausibility": "already happening", "would_add": 2 }, { "dimension": "task_resistance", "change": "If sensor/remote-monitoring platforms absorb the documentation, scheduling and eligibility paperwork slice, the residual day is entirely hands-on and relational — task-mix shift with no law needed", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "Embodiment is already maxed and task_resistance is near ceiling; realistic headroom is almost entirely in liability_shield and judgment_accountability. None of these levers touch the actual threat to this occupation, which is wage suppression, immigration restriction on the labor supply, and 60%+ annual turnover — a higher AI-resistance score here does not mean a better job." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 3161500, "wage": 25280 }, { "y": 2020, "emp": 3211590, "wage": 27080 }, { "y": 2021, "emp": 3366480, "wage": 29430 }, { "y": 2022, "emp": 3504230, "wage": 30180 }, { "y": 2023, "emp": 3689350, "wage": 33530 }, { "y": 2024, "emp": 3988140, "wage": 34900 }, { "y": 2025, "emp": 4305810, "wage": 35800 } ], "from": 2019, "to": 2025, "change_pct": 36.2, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [], "license": "https://cookedindex.com/terms" }