{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/veterinary-assistants-and-laboratory-animal-caretakers/", "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": "Veterinary Assistants and Laboratory Animal Caretakers", "soc_code": "31-9096", "category": "Healthcare Support", "us_employment": 126580, "median_annual_wage": 38150 }, "verdict": "EXPOSED", "risk_resistance": 54, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 17, "embodiment": 19, "liability_shield": 3, "trust_premium": 9, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Restraining a struggling animal, scrubbing runs, monitoring post-anesthesia recovery, and hauling feed are tasks no software touches — the only genuinely automatable slice is intake forms, vaccine reminders, and inventory logs, which is why this sits at 17 rather than a clean 20.", "embodiment": "You are on your feet in kennels and treatment rooms with unpredictable animals, urine, bleach, autoclaves, and bite and scratch risk — an environment nobody controls, which is why this is a 19 and only sub-20 because the setting is at least indoors and familiar rather than a roadside or a rooftop.", "liability_shield": "No state licence gates this work; credentialing (AVA, ALAT) is voluntary and the DVM or licensed vet tech signs the treatment record, dispenses the drugs, and absorbs the malpractice claim, so the 3 reflects only that IACUC and USDA animal-welfare training is documented in your name.", "trust_premium": "Owners remember the person who carried their dog out and called with the overnight update, and lab PIs rely on caretakers who know a specific colony's behavior — but you are not the one clients book or ask for by name, which keeps this at 9 instead of the mid-teens a vet tech would earn.", "judgment_accountability": "Feeding schedules, cage-change frequency, and restraint holds are protocol-driven, and the calls that matter — dose changes, when to intervene clinically — go to the veterinarian; your discretion is escalation judgment, noticing an animal is off-feed or in distress and reporting it, which is real but bounded, hence 6." }, "rationale": "Nearly all of this work is physical: restraining a frightened cat for a blood draw, cleaning kennels and cages, feeding and watering animals, prepping surgical suites, holding animals during radiographs. Language AI can't do any of that, and today's robotics can't handle an unpredictable 80-pound dog. The exposure is administrative and structural, not robotic — the record-keeping, intake paperwork, appointment and inventory tasks get absorbed, wages stay low, and the role carries no license or sign-off authority to anchor it.", "outlook": "Employment keeps growing with pet ownership and veterinary demand, but the clerical half of the job thins out and the pay ceiling stays low unless you move into the credentialed vet tech or lab-animal certification tier.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State practice acts expanding the list of tasks reserved to credentialed technicians (anesthesia monitoring, dental scaling, catheter placement, controlled-drug handling), combined with the AVMA/NAVTA 'Registered Veterinary Nurse' title-protection push — this would create a licensed rung that some assistants move into and that carries personal accountability. Watch for state veterinary board rule packages of the kind Ohio and Colorado have debated.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "In the research-animal segment, tighter enforcement of the Animal Welfare Act / PHS Policy requirement that specific named, trained personnel document daily health observations, plus AAALAC accreditation reviewers treating AI-generated cage-side monitoring logs as insufficient without a named human observer's attestation.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "If automated cage monitoring (Vium/Tecniplast-style sensor systems) becomes standard, the caretaker's role shifts from logging to adjudicating flagged animals — deciding what is a reportable adverse event, when to escalate to the attending veterinarian, when to pull an animal from a protocol. The named-observer duty under IACUC protocols would sit on a human making that call.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Fear Free and low-stress-handling certification becoming something clinics advertise and clients select on, so that gentle human restraint is a named, priced service rather than invisible labor. Already visible in Fear Free's ~90k certified professionals, but it has not yet moved assistant wages.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift as intake paperwork, scheduling, inventory and record-keeping are absorbed by practice-management AI, leaving a day that is almost entirely handling, restraint, sanitation and surgical prep — the residual is the part no current system does. Note this raises the score of the remaining work while reducing headcount per clinic.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "task_resistance and embodiment are already near maximum; there is essentially no headroom there and no route to a large trust premium for a role clients rarely see by name. Realistic ceiling is roughly the mid-60s, and it comes almost entirely from credentialing — which means it accrues to assistants who cross into a licensed technician tier, not to the title as it exists. Wage floor pressure is not addressed by any of these levers." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 84400, "wage": 26140 }, { "y": 2018, "emp": 89480, "wage": 27540 }, { "y": 2019, "emp": 97030, "wage": 28590 }, { "y": 2020, "emp": 98810, "wage": 29930 }, { "y": 2021, "emp": 98970, "wage": 29780 }, { "y": 2022, "emp": 111880, "wage": 34740 }, { "y": 2023, "emp": 115770, "wage": 36440 }, { "y": 2024, "emp": 114190, "wage": 37320 }, { "y": 2025, "emp": 126580, "wage": 38150 } ], "from": 2017, "to": 2025, "change_pct": 50, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "dental-assistants", "title": "Dental Assistants", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 48070, "overlap": 61, "skills_to_close": [ "Operations Monitoring" ] } ], "license": "https://cookedindex.com/terms" }