{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/training-and-development-managers/",
  "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 Managers",
    "soc_code": "11-3131",
    "category": "Management",
    "us_employment": 48050,
    "median_annual_wage": 133000
  },
  "verdict": "EXPOSED",
  "risk_resistance": 38,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 8,
    "embodiment": 4,
    "liability_shield": 2,
    "trust_premium": 11,
    "judgment_accountability": 13
  },
  "reasoning": {
    "task_resistance": "Needs analyses, module storyboards, facilitator guides, quiz banks and quarterly training-metrics decks are draftable by a model in one pass, which pulls the score to 8; what holds it above the automatable band is the part of the job that is negotiating with a vendor over per-seat pricing, deciding which of four department heads gets Q3 delivery capacity, and coaching an instructor whose evaluation scores are slipping.",
    "embodiment": "A 4 reflects that the physical footprint is a laptop, an LMS admin console and a conference room — you may walk a plant floor to watch a safety course delivered or check that the simulator lab is set up, but nothing in your duties requires your hands to be somewhere a screen cannot be.",
    "liability_shield": "There is no state licence to manage training; CPTD or SHRM-CP is a resume line, not a legal gate, and when an OSHA-mandated or FINRA-required course is deficient the exposure lands on the employer and the compliance officer of record, not on you personally — the 2 rather than 0 acknowledges that some regulated-industry training roles are named in audit documentation.",
    "trust_premium": "An 11 sits at the top of the middle band because your leverage comes from standing relationships with the business-unit leaders who decide whether their people show up and with the trainers you have developed, but no one hires your employer because you specifically run L&D, and a successor with the same budget authority inherits most of that goodwill within two quarters.",
    "judgment_accountability": "You decide whether a performance problem is a skills gap or a management problem, whether to build or buy a six-figure curriculum, and which capability the company will not fund this year — calls with real money and real career consequences that no manual scripts, though they are reversible and reviewed by a CHRO, which is why this is 13 and not the high-stakes 16+ of roles where a wrong call is irreversible."
  },
  "rationale": "A large share of this role's output — curriculum outlines, e-learning scripts, assessment banks, LMS content tagging, training needs surveys, ROI decks for leadership — is exactly the text-and-slide work generative AI now does at usable quality. What persists is running a budget, hiring and evaluating trainers, negotiating vendor contracts, and standing in front of executives to defend why a capability gap exists and what it will cost to close it. No license protects the role, and headcount is a classic target when L&D budgets tighten, so expect fewer managers each owning a bigger AI-assisted portfolio.",
  "outlook": "The job survives but consolidates: fewer T&D managers, each supervising AI-generated content and judged on measurable business outcomes rather than course volume.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Content authoring tier collapses to prompt-and-review, leaving the residual job as capability-gap diagnosis, org-change sequencing, and defending training spend against P&L owners — genuine two-tier structure where the judgment tier is what remains. Concretely visible if job postings for the role shift from 'instructional design' language to 'workforce transformation / reskilling strategy' with AI-tooling ownership.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Compliance training becomes an auditable control with a named accountable human: EU AI Act Art. 4 AI-literacy training duty (in force Feb 2025) and NYC Local Law 144 bias-audit regimes push firms to designate a manager who attests that mandated training was delivered, to whom, and with what records. Also OSHA-mandated safety training and FINRA firm-element continuing-education attestations already require a responsible person's sign-off; if regulators or insurers begin demanding that the training completion attestation be personally signed rather than system-generated, this rises.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "judgment_accountability",
        "change": "Reskilling becomes the designated remedy in workforce-reduction agreements — e.g. WARN-adjacent state retraining conditions, or union contracts (CWA/AT&T-style, Hollywood AI provisions) that make an employer commit to retraining displaced workers. Owning who gets retrained into what role, under headcount pressure and with grievance exposure, is a consequential ambiguous call with a name attached.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only: executive-facing and leadership-development delivery where buyers pay for a human facilitator's presence and credibility. This does not protect the manager role itself, mostly the external coach/facilitator market the manager purchases from.",
        "plausibility": "unlikely",
        "would_add": 1
      }
    ],
    "ceiling_note": "Even with all plausible levers, this stays a mid-scoring management role. There is no licensure body for L&D and no realistic path to one, and the headcount-compression dynamic — fewer managers each owning a larger AI-assisted portfolio — operates independently of any score rise. A higher per-role resistance score is compatible with far fewer roles."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 34500,
        "wage": 108250
      },
      {
        "y": 2018,
        "emp": 35690,
        "wage": 111340
      },
      {
        "y": 2019,
        "emp": 38510,
        "wage": 113350
      },
      {
        "y": 2020,
        "emp": 38710,
        "wage": 115640
      },
      {
        "y": 2021,
        "emp": 35830,
        "wage": 120130
      },
      {
        "y": 2022,
        "emp": 39550,
        "wage": 120000
      },
      {
        "y": 2023,
        "emp": 41540,
        "wage": 125040
      },
      {
        "y": 2024,
        "emp": 44960,
        "wage": 127090
      },
      {
        "y": 2025,
        "emp": 48050,
        "wage": 133000
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 39.3,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}