{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/terrazzo-workers-and-finishers/",
  "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": "Terrazzo Workers and Finishers",
    "soc_code": "47-2053",
    "category": "Construction",
    "us_employment": 1180,
    "median_annual_wage": 76170
  },
  "verdict": "SAFE",
  "risk_resistance": 68,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 19,
    "embodiment": 20,
    "liability_shield": 5,
    "trust_premium": 12,
    "judgment_accountability": 12
  },
  "reasoning": {
    "task_resistance": "Setting brass or zinc divider strips true to a chalk line over an uneven slab, seeding marble chips by hand until coverage reads uniform, then coming back after cure to rough-grind, grout the pinholes and fine-polish — each step is judged by eye and touch on a surface that never repeats, which is why 19 rather than a mixed 12: even the layout you get handed as a shop drawing still has to be adapted to the actual floor.",
    "embodiment": "You are on knees and elbows on a green slab, hauling 50-lb bags and epoxy pails, running a 200-lb planetary grinder in silica dust and wet slurry, working around other trades' scaffolds and cords in a building with no HVAC yet — there is no screen-only fraction of this job to discount.",
    "liability_shield": "No state licenses terrazzo work; you may carry an OSHA 10/30 card, silica-exposure training under 1926.1153 and maybe an NTMA-affiliated apprenticeship certificate, but the bond and the warranty sit with the flooring contractor, and a failed pour is a callback for the company, not a personal license action — hence 5, not 0.",
    "trust_premium": "Repeat work comes from GCs and architects who have seen your seeded-aggregate samples and know your terrazzo won't crack or telegraph the divider strips, and on decorative logo and pattern work the owner often wants the same crew back — but the specification and the low bid still decide most jobs, which keeps this at 12 rather than 16.",
    "judgment_accountability": "You decide whether the slab moisture and crack pattern require a membrane or more control joints, how much resin to catalyze for the shop temperature, and when to stop grinding before you expose too much matrix — irreversible calls on a floor that cannot be lifted, but made inside NTMA and manufacturer specs and with a foreman to back you, so 12 rather than 16."
  },
  "rationale": "Mixing epoxy and cementitious matrices to spec, setting divider strips to a layout line, pouring, seeding aggregate, then grinding, grouting and polishing on your knees in an active job site is work no current robot performs at cost. The only AI-touchable slice is the office layer: bidding, material takeoffs, scheduling and shop drawings for decorative patterns. Real threats to this trade are construction demand cycles, prefabricated terrazzo panels and a shrinking apprentice pipeline — not language models.",
  "outlook": "Employment stays tiny and cyclical, tied to airport, hospital and school construction budgets, but AI takes almost none of the actual craft — the workers who add contractor licensure and restoration specialty will be the ones setting prices.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "trust_premium",
        "change": "Historic-preservation and restoration work already commands a hand-craft premium: if more state historic tax credit programs and federal Secretary of the Interior standards reviews explicitly require in-situ poured terrazzo restoration by trained craftspeople rather than prefabricated panel replacement, the human-made distinction gets written into the specification, not just the sales pitch. Also visible: NTMA (National Terrazzo & Mosaic Association) contractor certification being named in architect specs, which buyers pay a premium to satisfy.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Terrazzo has no personal license. The realistic route is indirect: epoxy resin matrices are subject to VOC and isocyanate handling rules, and if OSHA's respirable crystalline silica standard (1926.1153) enforcement on grinding and polishing tightens to require a named competent person with documented exposure-control responsibility on each pour-and-grind operation — the way lead and asbestos abatement already require certified supervisors — a person becomes legally required on site and personally exposed to citation.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Substrate and moisture calls are already the trade's high-consequence judgment: whether a slab's moisture vapor emission rate and crack pattern warrant a divider strip layout change, a sand cushion versus bonded system, or refusing the pour. If manufacturer warranties on epoxy matrix systems (Terrazzo & Marble Supply, Master Terrazzo) increasingly condition coverage on the installer's documented sign-off of substrate acceptance — as flooring adhesive warranties already do — the installer owns a consequential ambiguous call in writing.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "If prefab panel adoption takes the flat, repetitive open-floor pours, the residual field work is disproportionately stairs, cove bases, curved and radius layouts, tie-ins to existing terrazzo and restoration grinding — the tier no template or panel handles. This raises task resistance as a share of remaining work while shrinking headcount, so it is not good news for the occupation's size.",
        "plausibility": "already happening",
        "would_add": 1
      }
    ],
    "ceiling_note": "Already 68 with task_resistance and embodiment near maximum; the headroom is only in the three institutional dimensions and totals maybe 10-12 points. The binding constraint is not AI at all — it is 1,180 workers, cyclical commercial construction demand, panel prefabrication, and apprentice supply. A higher register score would not change any of those."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 2630,
        "wage": 40590
      },
      {
        "y": 2018,
        "emp": 2730,
        "wage": 42500
      },
      {
        "y": 2019,
        "emp": 2970,
        "wage": 52180
      },
      {
        "y": 2020,
        "emp": 2970,
        "wage": 51430
      },
      {
        "y": 2021,
        "emp": 2640,
        "wage": 48680
      },
      {
        "y": 2022,
        "emp": 1460,
        "wage": 52330
      },
      {
        "y": 2023,
        "emp": 1460,
        "wage": 48900
      },
      {
        "y": 2024,
        "emp": 1450,
        "wage": 57260
      },
      {
        "y": 2025,
        "emp": 1180,
        "wage": 76170
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -55.1,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}