{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/training-and-development-specialists/", "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": "Training and Development Specialists", "soc_code": "13-1151", "category": "Business", "us_employment": 458300, "median_annual_wage": 69280 }, "verdict": "EXPOSED", "risk_resistance": 36, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 7, "embodiment": 8, "liability_shield": 2, "trust_premium": 11, "judgment_accountability": 8 }, "reasoning": { "task_resistance": "Needs analysis surveys, storyboarding, SCORM authoring, quiz-bank writing and post-training evaluation reports are all now one prompt plus a template — the 7 rather than a 3 comes from live delivery, role-play debriefs and one-on-one manager coaching that still require a person standing there reading the room.", "embodiment": "You are in training rooms, on plant floors doing hands-on equipment demonstrations, and traveling between sites to deliver the same module to third shift — but it is a controlled indoor setting with a projector, not uncontrolled fieldwork, which caps it at 8.", "liability_shield": "No state license gates this work; CPTD or SHRM credentials are resume items, and when an OSHA-required training turns out to have been inadequate the employer and the safety officer of record answer for it, not the specialist who built the deck.", "trust_premium": "Repeat learners and the managers who request your programs know you by name and will ask for you specifically, but training is a scheduled corporate deliverable that survives your replacement — an 11 reflects real relationship value that stops short of the relationship being the thing purchased.", "judgment_accountability": "You decide which delivery modality fits, what to cut from a four-hour curriculum, and whether to tell a director their team's problem is not a training problem — genuine discretion, but exercised inside budgets, compliance calendars and instructional-design frameworks someone else set, which is why it is 8 and not 14." }, "rationale": "The document-production half of this job — writing modules, slide decks, job aids, quiz banks, e-learning scripts, compliance refreshers — is exactly what generative AI does cheaply and at volume, and LMS platforms are shipping it natively. What holds is live facilitation: running a room of skeptical supervisors through a difficult conversation, coaching new managers, reading whether a shop-floor crew actually absorbed the safety procedure. No license protects the role, so the shrinkage falls on content developers first and classroom facilitators last.", "outlook": "Content-development headcount contracts sharply over ten years while a smaller, better-paid core of facilitators and performance consultants absorbs the surviving work.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift: if AI absorbs module authoring, quiz banks and compliance refreshes entirely, the residual role is live facilitation, needs analysis with contested stakeholders, and behavior-change coaching — work that current models cannot deliver in a room. This is a real two-tier job and the surviving tier scores higher; but headcount falls even as per-role resistance rises.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "liability_shield", "change": "OSHA-regulated safety training and similar mandated instruction where a named qualified/competent person must attest that a specific worker was trained and demonstrated competency (29 CFR 1910.178(l) powered-truck evaluations, 1926 Subpart CC crane operator training, state DOL harassment-prevention certifications). If enforcement or insurer audits begin rejecting AI-generated completion records absent a named human evaluator's attestation, this rises for the compliance-training segment.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Leadership and manager-development buying, where sponsors already pay premium day rates for a named facilitator with credibility in the room (ATD CPTD holders, ICF-credentialed coaches). If enterprise L&D procurement continues splitting into cheap AI content plus expensive named-human facilitation, the facilitation half's premium hardens.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Being the person who signs off that a crew is cleared to work — lockout/tagout, confined space, clinical competency validation — rather than the person who wrote the deck. Also owning post-incident retraining calls after an injury investigation.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Even with every lever, this caps in the mid-50s and only for the facilitation/competency-attestation segment. Instructional designers and e-learning content developers have no route to a liability shield or trust premium; nothing here rescues that half of the occupation." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 280340, "wage": 60360 }, { "y": 2018, "emp": 291380, "wage": 60870 }, { "y": 2019, "emp": 312450, "wage": 61210 }, { "y": 2020, "emp": 318040, "wage": 62700 }, { "y": 2021, "emp": 336030, "wage": 61570 }, { "y": 2022, "emp": 367180, "wage": 63080 }, { "y": 2023, "emp": 403480, "wage": 64340 }, { "y": 2024, "emp": 436610, "wage": 65850 }, { "y": 2025, "emp": 458300, "wage": 69280 } ], "from": 2017, "to": 2025, "change_pct": 63.5, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "education-teachers-postsecondary", "title": "Education Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 50, "median_wage": 75350, "overlap": 83, "skills_to_close": [ "Complex Problem Solving" ] }, { "slug": "education-administrators-postsecondary", "title": "Education Administrators, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 50, "median_wage": 104590, "overlap": 83, "skills_to_close": [ "Management of Financial Resources", "Complex Problem Solving", "Management of Material Resources", "Management of Personnel Resources" ] }, { "slug": "communications-teachers-postsecondary", "title": "Communications Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 47, "median_wage": 78580, "overlap": 80, "skills_to_close": [] } ], "license": "https://cookedindex.com/terms" }