Community Sentiment
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AI Automation Index
Will AI Replace Print Binding and Finishing Workers?
Task-level automation exposure for Print Binding and Finishing Workers: 25 O*NET tasks scored against their work activities, plus the simulator.
E-E-A-T Verified
Developed & audited by Gini Loh Automation Exposure
23%
weighted task index
25 of 25 tasks scored
Median Salary
$42,290 / year
BLS OEWS, May 2025 — this exact occupation
Employment Level
Medium
33,180 people hold this job — size, not growth
Projected 2025–35
-17.5%
employment change
2,300 openings a year · BLS line item
Pay by state
BLS OEWS publishes 51 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$27,460 – $108,080
Highest medians
District of Columbia $108,080
Mississippi $91,850
Alaska $57,200
Vermont $48,930
New Hampshire $48,850
Lowest medians
Puerto Rico $27,460
New Mexico $29,380
Montana $36,220
Louisiana $36,230
Nebraska $36,800
State figures come from the 51-5113 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
What the score is made of
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Automation potential 23%
Importance-weighted mean of the scored tasks. This is the headline index.
Physical work 73%
Share of weighted tasks in hands-on or machine-operating work activities.
Judgment & influence 4%
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Routine administration 5%
Share in documenting, recording, and administrative activities.
Rewritten by O*NET 0%
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
Consequence of error 15/100
Low
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
Constituent Task Mix
25 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
High exposure (≥ 60% of the task is automatable) 10%
2 tasks
Medium exposure (≥ 35%) 17%
4 tasks
Low exposure (below 35%) 73%
19 tasks
How would you survive?
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Constituent Tasks
#19460 · Core · 55% automatable
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.
visual inspection — AI vision can flag print defects; human verifies
Inspected printed materials or other images to verify quality.
#19453 · Core · 66% automatable
Read work orders to determine instructions and specifications for machine set-up.
visual inspection — Blueprint setup reading partial, human confirms
Study blueprints or other instructions to determine equipment setup requirements.
#19461 · Core · 5% automatable
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.
physical manipulation — Mounting tools requires hands-on setup
Mount attachments or tools onto production equipment.
#19459 · Core · 8% automatable
Trim edges of books to size, using cutting machines, book trimming machines, or hand cutters.
physical manipulation — Manual trimming of workpieces
Trim excess material from workpieces.
#19458 · Core · 5% automatable
Stitch or glue endpapers, bindings, backings, or signatures, using sewing machines, glue machines, or glue and brushes.
physical manipulation — Operating sewing equipment is manual machine work
Sew clothing or other articles. Operate sewing equipment.
#19450 · Core · 38% automatable
Monitor machine operations to detect malfunctions or to determine whether adjustments are needed.
visual inspection — Malfunction detection relies on live physical observation
Watch operating equipment to detect malfunctions.
#19448 · Core · 82% automatable
Maintain records, such as daily production records, using specified forms.
data analysis — Record production data into structured logs
Record operational or production data.
#19462 · Core · 8% automatable
Lubricate, clean, or make minor repairs to machine parts to keep machines in working condition.
physical manipulation — Hands-on repair of production machinery
Clean production equipment. Repair production equipment or tools. Lubricate production equipment.
#19455 · Core · 15% automatable
Set up or operate bindery machines, such as coil binders, thermal or tape binders, plastic comb binders, or specialty binders.
physical manipulation — Printing and binding equipment operated physically
Operate equipment to print images or bind printed images together.
#19457 · Core · 15% automatable
Set up or operate machines that perform binding operations, such as pressing, folding, or trimming.
physical manipulation — Printing and binding equipment operated physically
Operate equipment to print images or bind printed images together.
#19463 · Core · 7% automatable
Prepare finished books for shipping by wrapping or packing books and stacking boxes on pallets.
physical manipulation — Physically packaging products for shipment
Stack finished items for further processing or shipment. Package products for storage or shipment.
#19456 · Core · 10% automatable
Set up or operate glue machines by filling glue reservoirs, turning switches to activate heating elements, or adjusting glue flow or conveyor speed.
physical manipulation — Hands-on production flow control
Load materials into production equipment. Adjust equipment controls to regulate flow of production materials or products.
#19464 · Core · 35% automatable
Train workers to set up, operate, and use automatic bindery machines.
interpersonal — Equipment instruction requires live demonstration and correction
Instruct workers to use equipment or perform technical procedures.
#19447 · Supplemental · 5% automatable
Insert book bodies in devices that form back edges of books into convex shapes and produce grooves that facilitate cover attachment.
physical manipulation — Mounting workpieces is physical loading
Mount materials or workpieces onto production equipment.
#19443 · Supplemental · 8% automatable
Cut cover material to specified dimensions, fitting and gluing material to binder boards by hand or machine.
physical manipulation — Hands-on industrial material cutting
Cut industrial materials in preparation for fabrication or processing.
#19442 · Supplemental · 8% automatable
Cut binder boards to specified dimensions, using board shears, hand cutters, or cutting machines.
physical manipulation — Hands-on industrial material cutting
Cut industrial materials in preparation for fabrication or processing.
#19440 · Supplemental · 15% automatable
Bind new books, using hand tools such as bone folders, knives, hammers, or brass binding tools.
physical manipulation — Printing and binding equipment operated physically
Operate equipment to print images or bind printed images together.
#19451 · Supplemental · 12% automatable
Perform highly skilled hand finishing binding operations, such as grooving or lettering.
physical manipulation — Engraving requires controlled hand tool operation
Engrave designs, text, or other markings onto materials, workpieces, or products.
#19446 · Supplemental · 15% automatable
Imprint or emboss lettering, designs, or numbers on book covers, using gold, silver, or colored foil, and stamping machines.
physical manipulation — Printing and binding equipment operated physically
Operate equipment to print images or bind printed images together.
#19441 · Supplemental · 15% automatable
Compress sewed or glued signatures, using hand presses or smashing machines.
physical manipulation — Printing and binding equipment operated physically
Operate equipment to print images or bind printed images together.
#19449 · Supplemental · 50% automatable
Meet with clients, printers, or designers to discuss job requirements or binding plans.
interpersonal — Order spec negotiation with customers is relational
Confer with customers or designers to determine order specifications.
#19445 · Supplemental · 4% automatable
Form book bodies by folding and sewing printed sheets to form signatures and assembling signatures in numerical order.
physical manipulation — Sewing clothing requires fine manual dexterity
Sew clothing or other articles.
#19444 · Supplemental · 15% automatable
Design original or special bindings for limited editions or other custom binding projects.
physical manipulation — Printing and binding equipment operated physically
Operate equipment to print images or bind printed images together.
#19452 · Supplemental · 12% automatable
Punch holes in and fasten paper sheets, signatures, or other material, using hand or machine punches and staplers.
physical manipulation — Drilling parts requires physical tool operation
Drill holes in parts, equipment, or materials.
#19454 · Supplemental · 15% automatable
Repair, restore, or rebind old, rare, or damaged books, using hand tools.
physical manipulation — Printing and binding equipment operated physically
Operate equipment to print images or bind printed images together.
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How this was scored
- 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
- 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
- 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
- 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
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