AI JOB RISK SCANNER
O*NET-SOC 51-6041.00 / model V11 rated-task engine

Will AI replace
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.

Estimated AI task exposure
5%

Low exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

26 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

13/100

Physical moat

70/100

Human moat

14/100

Rating coverage

100%

26 task statements / 26 rated

Highest-weighted occupation tasks

Construct, decorate, or repair leather products according to specifications, using sewing machines, needles and thread, leather lacing, glue, clamps, hand tools, or rivets.
Importance 84/100Relevance 82/100Frequency 77/100Weight 0.82
Dye, soak, polish, paint, stamp, stitch, stain, buff, or engrave leather or other materials to obtain desired effects, decorations, or shapes.
Importance 85/100Relevance 74/100Frequency 81/100Weight 0.80
Cut out parts, following patterns or outlines, using knives, shears, scissors, or machine presses.
Importance 84/100Relevance 70/100Frequency 80/100Weight 0.77
Inspect articles for defects, and remove damaged or worn parts, using hand tools.
Importance 81/100Relevance 78/100Frequency 70/100Weight 0.77
Align and stitch or glue materials such as fabric, fleece, leather, or wood, to join parts.
Importance 81/100Relevance 75/100Frequency 69/100Weight 0.76
Repair and recondition leather products such as trunks, luggage, shoes, saddles, belts, purses, and baseball gloves.
Importance 82/100Relevance 72/100Frequency 70/100Weight 0.75
Dress and otherwise finish boots or shoes, as by trimming the edges of new soles and heels to the shoe shape.
Importance 95/100Relevance 57/100Frequency 87/100Weight 0.79
Drill or punch holes and insert or attach metal rings, handles, and fastening hardware, such as buckles.
Importance 75/100Relevance 74/100Frequency 65/100Weight 0.72
Repair or replace soles, heels, and other parts of footwear, using sewing, buffing and other shoe repair machines, materials, and equipment.
Importance 84/100Relevance 64/100Frequency 84/100Weight 0.77
Clean and polish shoes.
Importance 87/100Relevance 56/100Frequency 86/100Weight 0.75

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$37,800

BLS OEWS May 2025

National employment

7,450

BLS OEWS May 2025

Projected growth

-6.5%

BLS Employment Projections 2025–2035

Average annual openings

1

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Motorboat Operators

5%

similar low-exposure profile • 99% profile similarity

Median wage: $47,520 Growth 2025–2035: +4.9% Annual openings: 0

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Dining Room and Cafeteria Attendants and Bartender Helpers

5%

similar low-exposure profile • 98% profile similarity

Median wage: $33,980 Growth 2025–2035: +5.3% Annual openings: 95

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Dredge Operators

5%

similar low-exposure profile • 99% profile similarity

Median wage: $49,640 Growth 2025–2035: +0.7% Annual openings: 0

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Segmental Pavers

5%

similar low-exposure profile • 97% profile similarity

Median wage: Not published Growth 2025–2035: Not published Annual openings: Not published

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Cooks, Restaurant

5%

similar low-exposure profile • 96% profile similarity

Median wage: $37,390 Growth 2025–2035: +12.1% Annual openings: 219

stronger human/judgment moat
SAFER ALTERNATIVE

Maids and Housekeeping Cleaners

5%

similar low-exposure profile • 98% profile similarity

Median wage: $35,510 Growth 2025–2035: +0.6% Annual openings: 176

similar work profile with lower modeled exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • basic AI literacy

    AI-PROOFING RESOURCES

    What this score does not mean

    The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

    New in V11

    Find a Safer Career Path

    High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

    EXPLORE CAREER ALTERNATIVES
    I am your guide.
    Knowledge is your strongest upgrade.