AI exposure: Furniture Finishers
Shape, finish, and refinish damaged, worn, or used furniture or new high-grade furniture to specified color or finish.
Reading this score
computedAt 10.9% of weighted task load, Furniture Finishers sits at the 16th percentile, below the point where a job's centre of gravity has moved. 83.4% 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 22 tasks it averages 2.45 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 Design, create, and decorate entire pieces or specific parts of furniture, at 60.0%. The least is Brush bleaching agents on wood surfaces to restore natural color, at 0.0%. A gap of 60.0% 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 production occupations, this one is less exposed than the median of 16.2% across the group's 107 roles, with 75 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 22 tasks, 5 are currently banded exposed, 0 assisted and 17 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
judgedEvery 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.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 0.77 | 0-4 |
| Embodiment | 2.45 | 0-3 |
| Presence | 0.20 | 0-3 |
| Accountability | 0.23 | 0-3 |
| Context | 1.27 | 0-3 |
| Verification cost | 1.00 | 0-3 |
Task by task
22 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Design, create, and decorate entire pieces or specific parts of furniture, such as draws for cabinets. | 60.0% | 15.0% | 25.0% | 3.80 | exposed |
| Follow blueprints to produce specific designs. | 55.0% | 20.0% | 25.0% | 4.00 | exposed |
| Select appropriate finishing ingredients such as paint, stain, lacquer, shellac, or varnish, depending on factors such as wood hardness and surface type. | 50.0% | 25.0% | 25.0% | 4.06 | exposed |
| Recommend woods, colors, finishes, and furniture styles, using knowledge of wood products, fashions, and styles. | 50.0% | 25.0% | 25.0% | 4.11 | exposed |
| Confer with customers to determine furniture colors or finishes. | 45.0% | 30.0% | 25.0% | 4.34 | exposed |
| Examine furniture to determine the extent of damage or deterioration, and to decide on the best method for repair or restoration. | 10.0% | 15.0% | 75.0% | 3.92 | untouched |
| Paint metal surfaces electrostatically, or by using a spray gun or other painting equipment. | 8.3% | 4.2% | 87.5% | 3.95 | untouched |
| Smooth, shape, and touch up surfaces to prepare them for finishing, using sandpaper, pumice stones, steel wool, chisels, sanders, or grinders. | 7.9% | 4.6% | 87.5% | 4.24 | untouched |
| Brush, spray, or hand-rub finishing ingredients, such as paint, oil, stain, or wax, onto and into wood grain and apply lacquer or other sealers. | 0.0% | 0.0% | 100.0% | 4.28 | untouched |
| Fill and smooth cracks or depressions, remove marks and imperfections, and repair broken parts, using plastic or wood putty, glue, nails, or screws. | 0.0% | 0.0% | 100.0% | 4.26 | untouched |
| Remove accessories prior to finishing, and mask areas that should not be exposed to finishing processes or substances. | 0.0% | 0.0% | 100.0% | 4.20 | untouched |
| Remove old finishes and damaged or deteriorated parts, using hand tools, stripping tools, sandpaper, steel wool, abrasives, solvents, or dip baths. | 0.0% | 0.0% | 100.0% | 4.17 | untouched |
| Treat warped or stained surfaces to restore original contours and colors. | 0.0% | 0.0% | 100.0% | 4.08 | untouched |
| Mix finish ingredients to obtain desired colors or shades. | 0.0% | 0.0% | 100.0% | 4.04 | untouched |
| Remove excess solvent, using cloths soaked in paint thinner. | 0.0% | 0.0% | 100.0% | 4.01 | untouched |
| Distress surfaces with woodworking tools or abrasives before staining to create an antique appearance, or rub surfaces to bring out highlights and shadings. | 0.0% | 0.0% | 100.0% | 3.87 | untouched |
| Stencil, gild, emboss, mark, or paint designs or borders to reproduce the original appearance of restored pieces, or to decorate new pieces. | 0.0% | 0.0% | 100.0% | 3.86 | untouched |
| Disassemble items to prepare them for finishing, using hand tools. | 0.0% | 0.0% | 100.0% | 3.85 | untouched |
| Wash surfaces to prepare them for finish application. | 0.0% | 0.0% | 100.0% | 4.03 | untouched |
| Replace or refurbish upholstery of items, using tacks, adhesives, softeners, solvents, stains, or polish. | 0.0% | 0.0% | 100.0% | 3.83 | untouched |
| Spread graining ink over metal portions of furniture to simulate wood-grain finish. | 0.0% | 0.0% | 100.0% | 3.79 | untouched |
| Brush bleaching agents on wood surfaces to restore natural color. | 0.0% | 0.0% | 100.0% | 3.59 | untouched |
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.