Takeover Tracker
37%medium risk
Machinists
vs

55 shared · 6 different

core competencies

37%medium risk
Print Binding and Finishing Workers

Side-by-Side Comparison

MetricMachinistsPrint Binding and Finishing Workers
Risk Score36.8%36.7%
Risk TierMedium RiskMedium Risk
Risk Percentile71th71th
Tasks at Risk (>50%)9 / 154 / 15
Median Salary$56,150$39,820
Employment299K36K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Mechanical
Monitor Processes, Materials, or Surroundings
Design
Administration and Management
Customer and Personal Service

Protective Factors

Higher values indicate stronger protection against AI displacement

Machinists

26%

total discount

Print Binding and Finishing Workers

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Machinists

9 of 15 at risk
86%Program computers or electronic instruments, such as numerically controlled machine tools.
84%Study sample parts, blueprints, drawings, or engineering information to determine methods or sequences of operations needed to fabricate products.
70%Calculate dimensions or tolerances, using instruments such as micrometers or vernier calipers.
63%Monitor the feed and speed of machines during the machining process.
57%Measure, examine, or test completed units to check for defects and ensure conformance to specifications, using precision instruments, such as micrometers.

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 -$16,330(-29%) vs Machinists
MachinistsPrint Binding and Finishing Workers
10th
$38,100$31,110
25th
$46,250$36,070
Median
$56,150$39,820
75th
$64,910$48,240
90th
$78,760$57,980

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Machinists2028–2035
Print Binding and Finishing Workers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Machinists

$35,492

from $56,150

Print Binding and Finishing Workers

$25,226

from $39,820

After adjusting for AI risk, Machinists offers $10,266 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Machinists

0

Unique to Print

Combined Protection Strategy

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

Creativity
Decision Complexity
Regulatory Barriers
Social Intelligence
MachinistsPrint Binding and Finishing Workers
Find transitions from MachinistsFind transitions from Print Binding and Finishing Workers