{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/calibration-technologists-and-technicians/",
  "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": "Calibration Technologists and Technicians",
    "soc_code": "17-3028",
    "category": "Engineering",
    "us_employment": 16540,
    "median_annual_wage": 67820
  },
  "verdict": "EXPOSED",
  "risk_resistance": 51,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 12,
    "embodiment": 15,
    "liability_shield": 8,
    "trust_premium": 7,
    "judgment_accountability": 9
  },
  "reasoning": {
    "task_resistance": "Automated calibration software already sequences multimeter and pressure-controller runs, captures readings over GPIB/Ethernet, and generates as-found/as-left tables without a human touching a keyboard — but someone still has to select the standard with adequate TUR, build the fixture, decide whether a failing gauge gets adjusted or condemned, and troubleshoot an instrument that drifts nonlinearly, which is why this sits at 12 and not down in the automatable band.",
    "embodiment": "Work happens on plant floors, in temperature-controlled labs, and at customer sites: hauling standards in a van, mounting torque wrenches and transducers, running thermocouples through salt and oil baths, cleaning and shimming optical comparators, working around live 480V panels and pressurized lines — 15 rather than 18 only because a meaningful share of the day is spent in a bench-and-terminal environment you control.",
    "liability_shield": "ISO/IEC 17025 and ANSI/NCSL Z540.3 require a named, technically competent person to authorize each certificate, and ASQ CCT or NCSLI credentials are routinely demanded by accredited labs — but that is an accreditation-body finding against your employer, not a state licence that can be revoked from you personally, so it delays substitution rather than blocking it.",
    "trust_premium": "Repeat aerospace and pharma customers ask for the tech who knows their specific gauge population and audit history, and being the person the quality manager calls before an FDA or AS9100 audit has real value — but the deliverable is a certificate traceable to NIST, and a different accredited lab issuing the same numbers is an acceptable substitute, which caps this at 7.",
    "judgment_accountability": "Most decisions run off written procedures and published tolerances, but you own the genuinely ambiguous calls: whether an out-of-tolerance finding triggers a reverse-traceability notification on every part measured since the last cal, whether to guard-band a marginal pass, and how to justify an uncertainty budget contribution an assessor will challenge — discretion inside a documented framework, hence 9."
  },
  "rationale": "The core of this job is physically handling instruments — mounting a pressure transducer on a deadweight tester, aligning optical comparators, torquing fixtures, running a thermocouple through a bath — which today's robotics cannot do across the messy variety of customer equipment and plant floors. What AI does erode is the paperwork half: calibration certificates, uncertainty budgets, drift trend analysis, procedure write-ups, and ISO 17025 documentation packages are all text-and-spreadsheet work that automates well. Accreditation regimes require a named, competent technician to sign results, which slows substitution without legally locking it the way an engineering stamp or nursing license does.",
  "outlook": "Headcount holds roughly flat as automated cert generation and remote monitoring cut the paperwork tier, while the hands-on and field-service tier stays stubbornly human and skews toward higher-skill disciplines.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "ILAC/A2LA/ANAB policy explicitly addressing AI-assisted results: a requirement that every calibration certificate carry a named authorized signatory who holds documented competence for the specific measurement discipline, is personally accountable in audit findings, and cannot delegate uncertainty-budget approval to software. ILAC already issued guidance-type statements on remote assessment; an equivalent statement on AI-generated uncertainty budgets and certificates under ISO/IEC 17025:2017 cl. 7.8 and 8.5 is the specific thing to watch.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Regulated-sector layering: FDA 21 CFR Part 11 / Annex 11 enforcement (or an EU GMP Annex 11 revision, which is in active redraft) treating AI-produced calibration records as requiring a qualified human reviewer signature, plus NQA-1 (nuclear) and NADCAP AC7115 audit checklists adding a line item that AI-generated calibration data must be verified by a named technician.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Out-of-tolerance impact assessment becoming the explicit, documented duty of the technician: ISO 9001 cl. 7.1.5.2 and ISO 17025 cl. 7.10 already require assessing the validity of prior measurements when equipment is found out of tolerance. If customer quality agreements and auditors start naming the calibration technician (rather than the customer's QA engineer) as the owner of the reverse-traceability recall call, this rises.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: this occupation has a genuine two-tier split. If certificate generation, drift trending and boilerplate procedure writing automate away, the residual job is measurement assurance design — choosing reference standards and TUR/guard-banding, building uncertainty budgets for non-standard setups, diagnosing why a UUT and a standard disagree, and interlab comparison work. Watch for job postings shifting title toward 'metrologist' or 'measurement assurance specialist' with the same SOC code.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only: defense, nuclear and pharma contracts that specify on-site witnessed calibration by a named accredited technician, or ITAR/classified-site rules barring cloud-connected diagnostic tooling. This is a contract-clause premium, not a consumer preference; it will not generalize to general industrial calibration.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "The realistic ceiling is roughly the mid-60s. The accreditation regime can strengthen a signature requirement but ISO 17025 competence attestation is not a state license with personal tort exposure, so liability_shield is unlikely to reach the 15+ range of stamped engineering or clinical roles. There is no plausible route by which buyers of calibration services pay a premium for humanness as such — the premium is for traceability, and traceability is transferable to instruments. Note also that embodiment, the largest single score here, is a capability dimension and can only fall: bench-top automated calibration systems for pressure, temperature and electrical parameters are already commercial, so the field-service variety argument erodes first for high-volume single-parameter work and holds longest for messy plant-floor and one-off fixture work."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2021,
        "emp": 8500,
        "wage": 60340
      },
      {
        "y": 2022,
        "emp": 10790,
        "wage": 62050
      },
      {
        "y": 2023,
        "emp": 13220,
        "wage": 62790
      },
      {
        "y": 2024,
        "emp": 15320,
        "wage": 65040
      },
      {
        "y": 2025,
        "emp": 16540,
        "wage": 67820
      }
    ],
    "from": 2021,
    "to": 2025,
    "change_pct": 94.6,
    "comparable_from": 2021,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}