← Risk register SOC 47-3015 · reviewed 2026-08-11

Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters

44,330 US workers · median $42,360/yr · Construction

EXPOSED

Almost nothing in this job is screen work: you're hauling pipe into trenches, cutting and threading, holding fixtures while the journeyman sets them, cleaning up the site, and digging where machines can't. Robotics cannot do that in a muddy trench or a tight mechanical room, so AI displacement risk is genuinely low. The exposure is different in kind — helpers hold no license, own no decisions, and are paid near the bottom of the trade, so the real risk is being cheap, replaceable labor rather than being replaced by software.

10-year outlook: Demand for hands in trenches and mechanical rooms holds through the 2030s on water infrastructure and retrofit work; the helpers who convert hours into a journeyman license capture the wage growth, and those who don't stay stuck at helper pay.

Score — 50/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 17 + 19 + 3 + 5 + 6 = 50.

Task resistance 17/20

Tasks largely resist digitisation. Threading pipe on a portable die head, chipping out concrete around a stub-up, humping 20-foot lengths of cast iron down a trench, and torching rust off joints are tasks no language model touches — 17 rather than 20 only because the plan-reading, materials-takeoff, and permit-paperwork errands helpers get sent on can be shifted to software.

Embodiment 19/20

Hands-on in uncontrolled environments. Your workday is in open trenches, crawlspaces, unconditioned mechanical rooms and half-built slabs — trench-shoring hazards, wet clay, overhead pipe, confined-space entry — which is exactly the uncontrolled, unmapped, unrepeatable environment robotics fails in, hence 19 and not a controlled-shop 13.

Liability shield 3/20

No licence, no signature requirement. No plumbing license, no journeyman card, no signature on the inspection sheet: state plumbing codes put the licensed plumber's name on the permit and the work, so a helper carries almost no personal legal exposure and correspondingly no legal barrier to being swapped out — the 3 rather than 0 reflects OSHA trench and confined-space training cards some employers require.

Trust premium 5/20

Anonymous artifact production. The homeowner or GC talks to the licensed plumber, not to you; a helper is assigned by the shop and interchangeable between crews from one day to the next, so the 5 comes only from the journeyman who wants the same helper back because you already know how he stages his fittings.

Judgment & accountability 6/20

Executes defined procedures on defined inputs. You're told which trench, which fitting, which torch setting, and code compliance on slope, venting, and joint approval is called by the journeyman and the inspector — the 6 covers the real but narrow calls you do own, like stopping work when a trench wall starts sloughing or flagging a buried line before you dig.

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

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Drywall and Ceiling Tile Installers SAFE · 71/100 · you already have ~90% of the skill profile

Skills to close: Operations Analysis

Glaziers SAFE · 67/100 · you already have ~88% of the skill profile

Skills to close: Operations Monitoring, Reading Comprehension, Operation and Control, Operations Analysis

Roofers SAFE · 70/100 · you already have ~86% of the skill profile

Skills to close: Coordination, Operations Monitoring, Operation and Control, Instructing

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.