Helpers--Production Workers vs Print Binding and Finishing Workers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Helpers--Production Workers

46 shared · 10 different

core competencies

medium risk

Print Binding and Finishing Workers

Side-by-Side Comparison

Print Binding and Finishing Workers leads 5–0

Metric	Helpers--Production Workers	Print Binding and Finishing Workers
Risk Score	39.5%	36.7%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	79th	71th
Tasks at Risk (>50%)	11 / 15	4 / 15
Median Salary	$38,220	$39,820
Employment	167K	36K

Skill Comparison

Sorted by largest difference

Administration and Management

Monitor Processes, Materials, or Surroundings

Making Decisions and Solving Problems

Getting Information

Thinking Creatively

Performing General Physical Activities

Organizing, Planning, and Prioritizing Work

Judgment and Decision MakingAI-Augmented

Coaching and Developing Others

Complex Problem SolvingAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Production Workers

23%

total discount

Print Binding and Finishing Workers

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Helpers--Production Workers

11 of 15 at risk

86%Count finished products to determine if product orders are complete.

86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

86%Mark or tag identification on parts.

86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

67%Examine products to verify conformance to quality standards.

Print Binding and Finishing Workers

4 of 15 at risk

86%Read work orders to determine instructions and specifications for machine set-up.

86%Maintain records, such as daily production records, using specified forms.

61%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.

57%Monitor machine operations to detect malfunctions or to determine whether adjustments are needed.

49%Trim edges of books to size, using cutting machines, book trimming machines, or hand cutters.

Wage Comparison

Print Binding and Finishing Workers earns +$1,600(+4%) vs Helpers--Production Workers

Helpers--Production WorkersPrint Binding and Finishing Workers

10th

$30,060$31,110

25th

$34,390$36,070

Median

$38,220$39,820

75th

$44,980$48,240

90th

$52,120$57,980

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Production Workers2028–2035

Print Binding and Finishing Workers2028–2035

20242030203520402045

Print Binding and Finishing Workers has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Helpers--Production Workers

$23,119

from $38,220

Print Binding and Finishing Workers

$25,226

from $39,820

After adjusting for AI risk, Print Binding and Finishing Workers offers $2,107 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Helpers--Production

Unique to Print

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity

Decision Complexity

Regulatory Barriers

Social Intelligence

Helpers--Production WorkersPrint Binding and Finishing Workers

Find transitions from Helpers--Production Workers Find transitions from Print Binding and Finishing Workers