AI JOB RISK SCANNER
O*NET-SOC 51-5113.00 / model V11 rated-task engine

Will AI replace
Print Binding and Finishing Workers?

Bind books and other publications or finish printed products by hand or machine. May set up binding and finishing machines.

Estimated AI task exposure
14%

Low exposure

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

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

Digital/info work

26/100

Physical moat

61/100

Human moat

13/100

Rating coverage

100%

25 task statements / 25 rated

Highest-weighted occupation tasks

Read work orders to determine instructions and specifications for machine set-up.
Importance 89/100Relevance 92/100Frequency 72/100Weight 0.86
Examine stitched, collated, bound, or unbound product samples for defects, such as imperfect bindings, ink spots, torn pages, loose pages, or loose or uncut threads.
Importance 90/100Relevance 89/100Frequency 72/100Weight 0.85
Trim edges of books to size, using cutting machines, book trimming machines, or hand cutters.
Importance 87/100Relevance 92/100Frequency 67/100Weight 0.84
Lubricate, clean, or make minor repairs to machine parts to keep machines in working condition.
Importance 85/100Relevance 90/100Frequency 59/100Weight 0.80
Maintain records, such as daily production records, using specified forms.
Importance 85/100Relevance 82/100Frequency 70/100Weight 0.80
Set up or operate machines that perform binding operations, such as pressing, folding, or trimming.
Importance 83/100Relevance 86/100Frequency 66/100Weight 0.80
Stitch or glue endpapers, bindings, backings, or signatures, using sewing machines, glue machines, or glue and brushes.
Importance 87/100Relevance 78/100Frequency 71/100Weight 0.79
Monitor machine operations to detect malfunctions or to determine whether adjustments are needed.
Importance 86/100Relevance 79/100Frequency 70/100Weight 0.79
Install or adjust bindery machine devices, such as knives, guides, rollers, rounding forms, creasing rams, or clamps, to accommodate sheets, signatures, or books of specified sizes.
Importance 87/100Relevance 77/100Frequency 64/100Weight 0.78
Prepare finished books for shipping by wrapping or packing books and stacking boxes on pallets.
Importance 79/100Relevance 84/100Frequency 62/100Weight 0.77

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

$42,290

BLS OEWS May 2025

National employment

33,180

BLS OEWS May 2025

Projected growth

-17.5%

BLS Employment Projections 2025–2035

Average annual openings

2

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

Signal and Track Switch Repairers

5%

9 points lower exposure • 94% profile similarity

Median wage: $92,460 Growth 2025–2035: +1.8% Annual openings: 1

more physical-world work
SAFER ALTERNATIVE

Laundry and Dry-Cleaning Workers

5%

9 points lower exposure • 94% profile similarity

Median wage: $34,890 Growth 2025–2035: +4.3% Annual openings: 28

more physical-world work
SAFER ALTERNATIVE

Millwrights

5%

9 points lower exposure • 93% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Home Appliance Repairers

5%

9 points lower exposure • 93% profile similarity

Median wage: $50,990 Growth 2025–2035: +1.9% Annual openings: 3

more physical-world work
SAFER ALTERNATIVE

Plumbers, Pipefitters, and Steamfitters

5%

9 points lower exposure • 93% profile similarity

Median wage: $63,800 Growth 2025–2035: +6.8% Annual openings: 42

more physical-world work
SAFER ALTERNATIVE

Cabinetmakers and Bench Carpenters

5%

9 points lower exposure • 94% profile similarity

Median wage: $46,680 Growth 2025–2035: -2.9% Annual openings: 7

more physical-world work

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.