{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/genetic-counselors/", "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": "Genetic Counselors", "soc_code": "29-9092", "category": "Healthcare", "us_employment": 3740, "median_annual_wage": 100040 }, "verdict": "EXPOSED", "risk_resistance": 61, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 7, "liability_shield": 12, "trust_premium": 17, "judgment_accountability": 14 }, "reasoning": { "task_resistance": "Pedigree construction, variant curation against ClinVar/ACMG criteria, risk-model runs and the pre-test/post-test letter are all now drafted competently by software, but the pre-test counseling session, the disclosure of a Huntington's or BRCA1 result, and the decision-making conversation about prenatal termination remain irreducibly live work — roughly half the caseload hours resist, which is what puts this at 11 rather than 6 or 15.", "embodiment": "You sit in a clinic room or on telehealth for most of the day, but you draw or order the blood, hand over the buccal swab kit, do the physical presence work at a fetal-anomaly consult alongside MFM, and read facial dysmorphology in person — physical, but controlled and incidental, hence 7 not 13.", "liability_shield": "ABGC certification plus licensure in about two-thirds of states gates hiring and CPT 96040 billing, and you carry your own scope of practice for what you disclose — but you do not order the test independently in many settings, the ordering physician or lab director signs the report, so you sit at 12 rather than the 17 a prescribing clinician holds.", "trust_premium": "Patients disclose family secrets — non-paternity, a sibling's suicide, an abortion nobody knows about — because it is you asking, and a Huntington's predictive-test protocol deliberately spaces sessions weeks apart precisely so the relationship can hold the result; the counseling relationship is not adjacent to the deliverable, it is the deliverable.", "judgment_accountability": "You decide whether a 16-year-old is competent to consent to predictive testing, whether to recommend against testing at all, how to frame a VUS so a family doesn't pursue prophylactic mastectomy on nothing, and whether to breach confidentiality to warn an at-risk relative — ambiguous calls with irreversible consequences, though ACMG/NSGC practice guidelines and tumor-board consensus constrain them enough to hold this below 17." }, "rationale": "The analytic half of this job — building pedigrees from intake forms, running Tyrer-Cuzick/BOADICEA risk models, pulling ClinVar and literature on a variant, drafting the clinic note and insurance pre-auth letter — is exactly what language models and lab decision-support tools now do at usable quality. What does not automate is sitting with a woman deciding whether to test her children for Huntington's, or delivering a VUS result to a family already primed for catastrophe, then owning that conversation clinically. Licensure exists in roughly two-thirds of states and ABGC certification gates hiring and billing, which slows substitution even where software could draft the answer.", "outlook": "Demand keeps rising with genomic testing volume, but per-counselor caseloads grow as AI absorbs pedigree and variant prep — the job shifts toward high-stakes disclosure conversations and lab sign-off.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Genetic counselor licensure completing across the remaining states (NSGC's Access to Genetic Counselor Services Act push, plus state bills like those passed in NY 2022 and Michigan) combined with CMS finalizing genetic counselors as independently billable Medicare providers — which would make a certified GC's signature, not an ordering physician's, the legally accountable one on the interpretation and disclosure", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "A CAP/ACMG or state lab-licensing rule requiring a board-certified genetic counselor or clinical geneticist to countersign AI- or pipeline-generated variant classifications and reportable secondary findings before release to the ordering clinician", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: the pedigree/risk-model/ClinVar-lookup/letter-drafting tier is genuinely separable from the disclosure tier. If labs and health systems formally reassign the analytic tier to software plus genetic assistants (already happening at Myriad, Invitae-successor operations and telehealth GC vendors), the residual job is predictive-testing decisions, VUS and incidental-finding disclosure, reproductive decision-making and family cascade coordination — which current models do not do at usable quality", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Expansion of population and prenatal screening (cfDNA, newborn genomic sequencing pilots, employer/payer hereditary cancer panels) pushing high-ambiguity caseload — incidental findings, discordant results, non-paternity, penetrance uncertainty — onto the GC as the named decision owner rather than the physician", "plausibility": "already happening", "would_add": 2 }, { "dimension": "trust_premium", "change": "Already near ceiling at 17. The only remaining route is a payer or accreditation requirement that pre-test counseling for predictive/presymptomatic testing be delivered by a human GC rather than a chatbot or video module — e.g. a Huntington's or BRCA testing coverage condition written into commercial policy", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Embodiment has no plausible route — the work is conversation and records, and telehealth delivery is already normal. Total realistic headroom is bounded by the profession's small size: 3,740 workers means state-by-state licensure and CMS recognition depend on one advocacy organization's capacity, and a single adverse CMS decision on independent billing caps the liability_shield gain regardless of clinical reality." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 2660, "wage": 77480 }, { "y": 2018, "emp": 2640, "wage": 80370 }, { "y": 2019, "emp": 2390, "wage": 81880 }, { "y": 2020, "emp": 2280, "wage": 85700 }, { "y": 2021, "emp": 2740, "wage": 80150 }, { "y": 2022, "emp": 3220, "wage": 89990 }, { "y": 2023, "emp": 3050, "wage": 95770 }, { "y": 2024, "emp": 3510, "wage": 98910 }, { "y": 2025, "emp": 3740, "wage": 100040 } ], "from": 2017, "to": 2025, "change_pct": 40.6, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "clinical-and-counseling-psychologists", "title": "Clinical and Counseling Psychologists", "verdict": "SAFE", "risk_resistance": 71, "median_wage": 100580, "overlap": 82, "skills_to_close": [ "Monitoring", "Reading Comprehension", "Service Orientation", "Learning Strategies" ] }, { "slug": "speech-language-pathologists", "title": "Speech-Language Pathologists", "verdict": "SAFE", "risk_resistance": 83, "median_wage": 97870, "overlap": 73, "skills_to_close": [ "Operations Analysis", "Quality Control Analysis", "Learning Strategies", "Monitoring" ] }, { "slug": "occupational-therapists", "title": "Occupational Therapists", "verdict": "SAFE", "risk_resistance": 79, "median_wage": 100330, "overlap": 70, "skills_to_close": [ "Operations Analysis", "Learning Strategies", "Monitoring", "Quality Control Analysis" ] } ], "license": "https://cookedindex.com/terms" }