EXPOSED
Carrying bundles of shingles up a ladder, tearing off old roofing, cleaning debris, and holding materials for a roofer are tasks no language model touches and no current robot performs on a steep, hot, irregular roof deck. The exposure here is not AI replacing the work — it's that the role is unlicensed, low-discretion, and easily filled, so wages and bargaining power stay thin while the roofer above you keeps the credential and the liability. Score reflects the modal helper, not a helper already running crews.
Tasks largely resist digitisation. Hauling 80-pound shingle bundles up an extension ladder, prying off felt and nails with a spud bar, and sweeping magnets over a lawn for stray fasteners are physical sequences with no digital analogue at all — the 19 rather than 14 reflects that even the paperwork-adjacent parts of the job (measuring squares, staging material) get done by the journeyman, so there is almost nothing here a model could touch.
Hands-on in uncontrolled environments. A 6:12 pitch in July with hot asphalt underfoot, changing wind, skylight openings, and rotten decking you find by feeling it flex is the definition of an uncontrolled environment, and nothing about the work happens off the roof — this is the ceiling of the scale, not merely near it.
No licence, no signature requirement. No state licenses roofing helpers; the contractor's license, the OSHA 1926.501 fall-protection duty, and the workmanship warranty all attach to the employer, so the only thing you personally carry is the injury risk — the 3 rather than 0 acknowledges OSHA 10 cards and fall-protection training being commonly required on commercial jobs.
Anonymous artifact production. Homeowners hire the roofing company and remember the salesman or the crew lead, not the helper carrying bundles; the 5 rather than 0 is because you are physically at someone's house for days and repeat GCs do request specific reliable hands by name.
Executes defined procedures on defined inputs. Nail spacing, courses, flashing laps, and tear-off sequence are all called by the roofer you are handing material to, and your calls are limited to things like where to stage the bundle or when the tarp needs to go down before rain — real but low-stakes, which is a 5 rather than a 10.
Roofers SAFE
Has AI actually changed your work?