AI exposure: Shoe and Leather Workers and Repairers
Construct, decorate, or repair leather and leather-like products, such as luggage, shoes, and saddles. May use hand tools.
Reading this score
computedShoe and Leather Workers and Repairers is among the least exposed occupations measured, at 6.7% of weighted task load, rank 854 of 923. 90.5% of this job is work current AI systems cannot produce at all. That is not a statement about skill or value. It is a statement about what these systems can and cannot do.
What holds the line here is embodiment. Across this occupation's 26 tasks it averages 2.77 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 Estimate the costs of requested products or services such as custom footwear or footwear..., at 73.3%. The least is Make, modify, and repair orthopedic or therapeutic footwear according to doctors'..., 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 production occupations, this one is less exposed than the median of 16.2% across the group's 107 roles, with 97 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 26 tasks, 1 are currently banded exposed, 0 assisted and 25 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 | 0.40 | 0-4 |
| Embodiment | 2.77 | 0-3 |
| Presence | 0.12 | 0-3 |
| Accountability | 0.19 | 0-3 |
| Context | 0.60 | 0-3 |
| Verification cost | 0.38 | 0-3 |
Task by task
26 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Estimate the costs of requested products or services such as custom footwear or footwear repair, and receive payment from customers. | 73.3% | 26.7% | 0.0% | 4.34 | exposed |
| Draw patterns, using measurements, designs, plaster casts, or customer specifications, and position or outline patterns on work pieces. | 30.0% | 7.5% | 62.5% | 4.31 | untouched |
| Select materials and patterns, and trace patterns onto materials to be cut out. | 26.2% | 11.2% | 62.5% | 3.61 | untouched |
| Read prescriptions or specifications, and take measurements to establish the type of product to be made, using calipers, tape measures, or rules. | 23.8% | 13.8% | 62.5% | 3.94 | untouched |
| Inspect articles for defects, and remove damaged or worn parts, using hand tools. | 18.3% | 6.7% | 75.0% | 4.23 | untouched |
| Check the texture, color, and strength of leather to ensure that it is adequate for a particular purpose. | 11.7% | 13.3% | 75.0% | 4.41 | untouched |
| Dye, soak, polish, paint, stamp, stitch, stain, buff, or engrave leather or other materials to obtain desired effects, decorations, or shapes. | 0.0% | 0.0% | 100.0% | 4.40 | untouched |
| Cut out parts, following patterns or outlines, using knives, shears, scissors, or machine presses. | 0.0% | 0.0% | 100.0% | 4.35 | untouched |
| Construct, decorate, or repair leather products according to specifications, using sewing machines, needles and thread, leather lacing, glue, clamps, hand tools, or rivets. | 0.0% | 0.0% | 100.0% | 4.35 | untouched |
| Repair and recondition leather products such as trunks, luggage, shoes, saddles, belts, purses, and baseball gloves. | 0.0% | 0.0% | 100.0% | 4.29 | untouched |
| Align and stitch or glue materials such as fabric, fleece, leather, or wood, to join parts. | 0.0% | 0.0% | 100.0% | 4.24 | untouched |
| Drill or punch holes and insert or attach metal rings, handles, and fastening hardware, such as buckles. | 0.0% | 0.0% | 100.0% | 4.00 | untouched |
| Prepare inserts, heel pads, and lifts from casts of customers' feet. | 0.0% | 0.0% | 100.0% | 4.84 | untouched |
| Dress and otherwise finish boots or shoes, as by trimming the edges of new soles and heels to the shoe shape. | 0.0% | 0.0% | 100.0% | 4.81 | untouched |
| Attach insoles to shoe lasts, affix shoe uppers, and apply heels and outsoles. | 0.0% | 0.0% | 100.0% | 4.53 | untouched |
| Clean and polish shoes. | 0.0% | 0.0% | 100.0% | 4.47 | untouched |
| Cement, nail, or sew soles and heels to shoes. | 0.0% | 0.0% | 100.0% | 4.46 | untouched |
| Shape shoe heels with a knife, and sand them on a buffing wheel for smoothness. | 0.0% | 0.0% | 100.0% | 4.39 | untouched |
| Place shoes on lasts to remove soles and heels, using knives or pliers. | 0.0% | 0.0% | 100.0% | 4.39 | untouched |
| Repair or replace soles, heels, and other parts of footwear, using sewing, buffing and other shoe repair machines, materials, and equipment. | 0.0% | 0.0% | 100.0% | 4.38 | untouched |
| Cut, insert, position, and secure paddings, cushioning, or linings, using stitches or glue. | 0.0% | 0.0% | 100.0% | 4.36 | untouched |
| Nail heel and toe cleats onto shoes. | 0.0% | 0.0% | 100.0% | 4.30 | untouched |
| Re-sew seams, and replace handles and linings of suitcases or handbags. | 0.0% | 0.0% | 100.0% | 4.14 | untouched |
| Stretch shoes, dampening parts and inserting and twisting parts, using an adjustable stretcher. | 0.0% | 0.0% | 100.0% | 4.10 | untouched |
| Attach accessories or ornamentation to decorate or protect products. | 0.0% | 0.0% | 100.0% | 3.90 | untouched |
| Make, modify, and repair orthopedic or therapeutic footwear according to doctors' prescriptions, or modify existing footwear for people with foot problems and special needs. | 0.0% | 0.0% | 100.0% | 3.85 | 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.