The Task Exposure Indexv2026.Q3
Occupation · SOC 47-2031.00 · Job Zone 2

AI exposure: Carpenters

Construct, erect, install, or repair structures and fixtures made of wood and comparable materials, such as concrete forms; building frameworks, including partitions, joists, studding, and rafters; and wood stairways, window and door frames, and hardwood floors. May also install cabinets, siding, drywall, and batt or roll insulation. Includes brattice builders who build doors or brattices (ventilation walls or partitions) in underground passageways.

Reading this score

computed

At 9.3% of weighted task load, Carpenters sits at the 12th percentile, below the point where a job's centre of gravity has moved. 84.5% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.

What holds the line here is embodiment. Across this occupation's 29 tasks it averages 2.57 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.

The most exposed thing this job does is Maintain records, document actions, and present written progress reports, at 73.3%. The least is Apply shock-absorbing, sound-deadening, or decorative paneling to ceilings or walls, at 0.0%. A gap of 73.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.

Within construction and extraction occupations, this one is more exposed than most. The median across the 61 roles in the group is 5.0%, and only 15 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.

What would move this score. Of 29 tasks, 5 are currently banded exposed, 0 assisted and 24 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.

Where the score comes from

judged

Every task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.

DimensionMeanScale
Capability0.640-4
Embodiment2.570-3
Presence0.270-3
Accountability0.750-3
Context1.210-3
Verification cost1.240-3

Task by task

29 tasks, O*NET 31.0
TaskExposedAssistedUntouchedImportanceBand
Maintain records, document actions, and present written progress reports.73.3%26.7%0.0%3.40exposed
Maintain job records and schedule work crew.50.0%25.0%25.0%3.54exposed
Prepare cost estimates for clients or employers.50.0%25.0%25.0%3.42exposed
Select and order lumber or other required materials.45.0%30.0%25.0%3.82exposed
Study specifications in blueprints, sketches, or building plans to prepare project layout and determine dimensions and materials required.30.0%20.0%50.0%3.39exposed
Verify trueness of structure, using plumb bob and level.10.0%15.0%75.0%3.73untouched
Inspect ceiling or floor tile, wall coverings, siding, glass, or woodwork to detect broken or damaged structures.10.0%15.0%75.0%3.43untouched
Arrange for subcontractors to deal with special areas, such as heating or electrical wiring work.6.7%18.3%75.0%3.65untouched
Examine structural timbers and supports to detect decay, and replace timbers as required, using hand tools, nuts, and bolts.5.8%6.7%87.5%3.52untouched
Measure and mark cutting lines on materials, using a ruler, pencil, chalk, and marking gauge.0.0%0.0%100.0%4.05untouched
Follow established safety rules and regulations and maintain a safe and clean environment.0.0%0.0%100.0%3.91untouched
Shape or cut materials to specified measurements, using hand tools, machines, or power saws.0.0%0.0%100.0%3.83untouched
Install structures or fixtures, such as windows, frames, floorings, trim, or hardware, using carpenters' hand or power tools.0.0%0.0%100.0%3.77untouched
Build or repair cabinets, doors, frameworks, floors, or other wooden fixtures used in buildings, using woodworking machines, carpenter's hand tools, or power tools.0.0%0.0%100.0%3.63untouched
Remove damaged or defective parts or sections of structures and repair or replace, using hand tools.0.0%0.0%100.0%3.57untouched
Install rough door and window frames, subflooring, fixtures, or temporary supports in structures undergoing construction or repair.0.0%0.0%100.0%3.56untouched
Erect scaffolding or ladders for assembling structures above ground level.0.0%0.0%100.0%3.56untouched
Fill cracks or other defects in plaster or plasterboard and sand patch, using patching plaster, trowel, and sanding tool.0.0%0.0%100.0%3.50untouched
Dig or direct digging of post holes and set poles to support structures.0.0%0.0%100.0%3.50untouched
Finish surfaces of woodwork or wallboard in houses or buildings, using paint, hand tools, or paneling.0.0%0.0%100.0%3.47untouched
Cover subfloors with building paper to keep out moisture and lay hardwood, parquet, or wood-strip-block floors by nailing floors to subfloor or cementing them to mastic or asphalt base.0.0%0.0%100.0%3.44untouched
Bore boltholes in timber, masonry or concrete walls, using power drill.0.0%0.0%100.0%3.39untouched
Assemble and fasten materials to make frameworks or props, using hand tools and wood screws, nails, dowel pins, or glue.0.0%0.0%100.0%3.37untouched
Perform minor plumbing, welding, or concrete mixing work.0.0%0.0%100.0%3.29untouched
Anchor and brace forms and other structures in place, using nails, bolts, anchor rods, steel cables, planks, wedges, and timbers.0.0%0.0%100.0%3.27untouched
Work with or remove hazardous material.0.0%0.0%100.0%3.39untouched
Build sleds from logs and timbers for use in hauling camp buildings and machinery through wooded areas.0.0%0.0%100.0%3.19untouched
Construct forms or chutes for pouring concrete.0.0%0.0%100.0%3.15untouched
Apply shock-absorbing, sound-deadening, or decorative paneling to ceilings or walls.0.0%0.0%100.0%2.84untouched

Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.

Occupations either side of this one

The four closest scores in the same occupational family, then the four closest anywhere in the index.

Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.

What this means in practice

Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.