← Risk register SOC 49-9095 · reviewed 2026-08-11

Manufactured Building and Mobile Home Installers

3,020 US workers · median $45,990/yr · Trades

SAFE

The work is setting piers and blocking, leveling and shimming multi-section homes, bolting and sealing the marriage line, anchoring to tiedowns, and connecting water, sewer, gas and electrical crossovers — all done outdoors on uneven, muddy, variable sites that no current robot handles. AI can absorb the paperwork around the job (permit forms, HUD installation checklists, site drawings, scheduling, warranty claims), which is a real but small slice of the day. Most states license or certify manufactured home installers under HUD's federal installation standards, and the installer's signature is what closes out inspection.

10-year outlook: Demand tracks affordable-housing production, which is rising; the setup crew stays human for the next decade while the office and permitting side of the business thins out.

Score — 68/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 18 + 19 + 12 + 9 + 10 = 68.

Task resistance 18/20

Tasks largely resist digitisation. Crawling under a 16-by-76 box to shim a pier that's a quarter-inch low, torquing marriage-line lag bolts through misaligned rim joists, and dry-fitting a sewer crossover in a 30-inch crawl space are the day's core work — an 18 rather than 20 only because permit packets, HUD data plate paperwork, and set-crew scheduling are already moving to software.

Embodiment 19/20

Hands-on in uncontrolled environments. Every task happens on an unprepared lot in whatever weather the delivery day brings — mud, frost heave, slope, tight setbacks, a toter backing a half-section into place — and a 19 reflects that even the measuring and leveling is done by hand with a transit or water level under the frame, not from a screen.

Liability shield 12/20

Licensed human required and personally liable. Most states require a licensed or HUD-certified installer whose license number goes on the installation certificate, and a failed anchoring or leveling inspection traces back to that individual — it sits at 12 rather than 16 because the license is state-issued with reciprocity gaps, the manufacturer's setup manual dictates most of the method, and the retailer or GC often carries the bond.

Trust premium 9/20

Some relationship component. Repeat work comes from retailers and community operators who call the crew they know will set clean and pass inspection first time, but the homeowner meets the installer once for a day or two — a 9, not a 14, because the relationship is with the dealer, not the person living in the house.

Judgment & accountability 10/20

Meaningful discretion. Real calls get made on site — whether soil bearing supports the pier spacing in the manual, whether to add blocking under a marriage wall opening, whether to refuse a set on saturated ground — but the HUD Model Installation Standards and the manufacturer's manual prescribe pier heights, anchor spacing, and torque, which caps this at 10.

Confidence: high · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, licensure, physical-presence

How to future-proof this job

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.