EXPOSED
Hauling materials, holding and positioning members, mixing mortar, cleaning sites, and staging tools for journeyworkers are physical tasks in cluttered, unpredictable environments that language models cannot touch and current construction robotics cannot economically replace. The exposure is not AI doing the work — it is that this role carries no license, no signature, no client relationship, and almost no discretion, so it holds no defensive position beyond the body doing it. Scored for the modal helper on a residential or light-commercial crew, not a near-journeyworker apprentice.
Most of this decline happened after 2021 — it is not the pandemic dip.
Median pay $31,910 → $42,670 +7.0% in real terms
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing. The marked year is 2020.
BLS projection, 2024–2034
+4.4% 26,300 → 27,400 on the projections basis
Exposed, but growing
AI can already do a lot of these tasks, and the BLS still expects +4.4% more of these jobs by 2034. Demand for the output is growing faster than the work is being automated away — the mechanism BLS gives for software developers, and the combination people most often misread as an error.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~2,800 openings a year on average, including replacing people who leave.
AxmanTaperLinemanNotemanSounderTapemanRecorderLine PullerNote KeeperCement MixerDiver HelperPool FinisherTinner HelperTrench DiggerConcrete MixerGlazier HelperSurveyor HelperInsulator HelperDoor Liner HelperMetalsmith HelperRod Buster HelperWall Taper HelperHouse Mover HelperRig Builder Helper
The BLS uses Helpers, Construction Trades, All Other for work that doesn't fit any named occupation, so it covers roles that have little in common with each other. Two consequences worth knowing before you read anything below:
Holding it up: embodiment . Weakest point: liability shield .
Tasks largely resist digitisation Carrying 80-lb bundles up a ladder, bracing a header while the carpenter nails it off, and shoveling out a trench after the excavator leaves are tasks nobody has digitized because each one happens in a different spot on a site that changed shape yesterday — the 16 rather than 20 reflects that some of the fetch-and-stage work is being trimmed by prefab panels and cut lists delivered to the site.
Hands-on in uncontrolled environments You work outdoors in whatever weather the schedule ignores, on unfinished floors, around open holes, moving materials by hand or wheelbarrow — an 18 rather than 20 only because a share of helper hours are spent in enclosed or nearly-finished interiors sweeping, sorting scrap, and pulling material to the room where the trade is working.
No licence, no signature requirement No state requires a card to hand a journeyworker a level; OSHA 10 or 30 and a fall-protection orientation are site-entry paperwork the contractor arranges, not a credential you hold and can be personally sanctioned against, so nothing legal ties your name to the finished work.
Executes defined procedures on defined inputs You decide sequencing at the scale of which pallet to break down first and when the mud is too stiff; grade, layout, fastener schedule, and shoring all come down from the journeyworker or the plans, and the 5 covers stop-work calls on obvious hazards you're expected to flag rather than resolve.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (16/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (2/20) is whether the law requires a licensed human to sign. Trust premium (4/20) is whether buyers specifically pay for a person. Judgment and accountability (5/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 11 of this occupation's 45 points (24%).
Embodiment (18/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 56/100, still EXPOSED.
OSHA or state-plan rules requiring a designated, certified person for specific site functions the helper actually performs — trained competent-person signalperson for crane lifts (already federal under 29 CFR 1926.1428), certified flagger, confined-space attendant, fire watch after hot work. Where a crew's helper holds those cards, a named credentialed body is mandatory on the task.
Formal delegation of stop-work authority to every crew member, written into general-contractor safety programs and owner-controlled insurance program (OCIP) requirements on large projects — a mechanism ENR-covered GCs and some carriers already impose. A helper who can and must halt a lift owns a consequential call under ambiguity.
Registered-apprenticeship or state licensing rules that make helper hours a legally countable, documented prerequisite for journeyworker licensure — e.g. states adopting mandatory apprentice registration and ratio rules (1 journeyman : N apprentices) enforced on permitted jobsites, as in California electrical certification and several IBEW/NECA agreements. That does not make the helper personally liable, but it makes the position legally required to be present and filled by a specific registered person, which is the same defensive function.
Task-mix shift is weak here but real at the margin: as layout, takeoff and material-order sequencing get automated, the residual helper day concentrates in unstructured handling, protection of finished work, and site problem-solving that neither software nor rebar-tying/bricklaying robots address. This raises the score only slightly because the current score is already near ceiling.
The limit. Even with every lever, this role stays in the 50s. There is no route to a trust premium: the buyer never meets the helper, never chooses one, and pays for the finished assembly. The real ceiling is that the credentials above are attached to the person, not the job title — a helper who gets them is on the path out of 47-3019, and the modal unregistered helper on a residential crew gains nothing from a rule written for large commercial sites with an OCIP.
| Houston-Pasadena-The Woodlands, TX | 1,750 | $43,860 +3% |
| New York-Newark-Jersey City, NY-NJ | 1,140 | $58,580 +37% |
| Dallas-Fort Worth-Arlington, TX | 1,060 | $42,780 +0% |
| Los Angeles-Long Beach-Anaheim, CA | 1,050 | $48,840 +14% |
| Baton Rouge, LA | 980 | $45,850 +7% |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 930 | $46,350 +9% |
| Atlanta-Sandy Springs-Roswell, GA | 900 | $41,850 -2% |
| Phoenix-Mesa-Chandler, AZ | 750 | $47,840 +12% |
| New York-Newark-Jersey City, NY-NJ | 1,140 | $58,580 +37% |
| San Jose-Sunnyvale-Santa Clara, CA | 140 | $57,680 +35% |
| Chicago-Naperville-Elgin, IL-IN | 100 | $54,830 +28% |
We have no reported case of a named organisation automating this occupation. Not one deployment, not one announcement.
That is worth saying out loud next to a score of 45. The verdict above is about what the work exposes — what current AI could do to these tasks. It is not a claim that anyone has done it. For this occupation those two things have come apart completely: the capability argument is on this page, and the evidence column is empty.
Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.
Rather than check back: get the digest and we'll tell you what changed — or watch a single occupation from its own page.