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Construction Laborer
Three components - Automation Resistance, Structural Moat, and Demand - add up to 69.
Automation Resistance is high because laborer work is physical, varied, and site-bound, while AI mostly helps planning, documentation, and coordination around the worker rather than replacing carrying, clearing, digging, staging, flagging, or spotting site hazards.
Observed AI exposure is 0.0281, and modeled median job-loss risk is 0%. That fits construction laborer work: the central tasks are material movement, cleanup, demolition help, trench support, flagging, bracing, and assisting trades on real jobsites.
AI can help contractors with estimates, schedules, safety documents, photos, daily reports, and task coordination. The hourly laborer gets some benefit from clearer instructions, but most of the productivity lift sits with the contractor, supervisor, or customer.
Structural Moat comes from heavy, exposed jobsite conditions and the difficulty of replacing mixed site support, while the legal and credential gates stay thin and some material-handling, layout, and hauling tasks are easier automation targets.
The work is centered on outdoor construction sites, heavy material, tools, trenches, bracing, scaffolds, cleanup, demolition, weather, dust, noise, and injury risk. That gives the occupation a real physical barrier even though detailed federal physical-field values remain open.
There is no broad individual construction-laborer license. Safety cards, site orientation, flagger training, or equipment permissions can matter, but they do not create the same legal wall as electrician or plumber licensing.
A robot would have to handle changing sites, debris, uneven ground, moving equipment, weather, hazards, and task switching. Material movement, layout support, hauling, and exoskeleton-assisted work are the exposed edges, so the score stays high but not perfect.
The typical entry path is short on formal credentials: high school can help, but many workers enter through on-the-job training. The strong career move is using the laborer job to reach a trade apprenticeship, not treating the laborer title as the full credential ladder.
Demand is supported by a very large workforce, strong annual openings, construction activity, infrastructure, and replacement hiring, but low entry barriers, subcontracting, turnover, and project cycles keep it from resembling licensed-trade demand in practice for workers.
Federal projections count about 1.46 million construction laborer jobs, 7.3% growth, and about 129,400 annual openings. That creates a large entry market, with openings coming from construction activity, replacement hiring, and high turnover.
The hiring source is real: building, renovation, infrastructure, demolition, and replacement work all need site labor. The quality is lower than a licensed trade because many openings reflect turnover, project timing, and low entry barriers rather than strong worker bargaining power.
Jobsites keep needing physical support, so the occupation has a durable floor. The shocks are construction cycles, subcontracting pressure, low credential protection, and tools that reduce the easiest material-handling or layout tasks first.
A paid deployment that cuts ordinary laborer hours across moving, staging, cleanup, hauling, or layout support would cross the threshold. A narrow pilot or assistive lift is not enough; the trigger is fewer general labor hours on normal sites overall.
If local contractors stop moving reliable laborers into apprenticeships or skilled crews, the career value drops. The laborer job can still pay, but its strongest reader value is the bridge into carpentry, masonry, concrete, utilities, equipment, highway, or demolition work.
A broad slowdown in building starts, remodeling, public infrastructure, and contractor backlogs would cross the watch threshold. Replacement hiring helps, but general laborers are often cut before higher-credential trades when projects pause, crews shrink, bids vanish, or subcontractors lose backlog.