Takeover Tracker
vs

52 shared · 7 different

core competencies

Side-by-Side Comparison

MetricPrint Binding and Finishing WorkersEngine and Other Machine Assemblers
Risk Score36.7%38.2%
Risk TierMedium RiskMedium Risk
Risk Percentile71th76th
Tasks at Risk (>50%)4 / 158 / 12
Median Salary$39,820$52,540
Employment36K38K

Skill Comparison

|

Sorted by largest difference

Mechanical
Monitor Processes, Materials, or Surroundings
Handling and Moving Objects
Getting Information
Updating and Using Relevant Knowledge
Organizing, Planning, and Prioritizing Work
Interpreting the Meaning of Information for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Print Binding and Finishing Workers

27%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Engine and Other Machine Assemblers

8 of 12 at risk
84%Read and interpret assembly blueprints or specifications manuals and plan assembly or building operations.
63%Lay out and drill, ream, tap, or cut parts for assembly.
61%Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.
60%Verify conformance of parts to stock lists or blueprints, using measuring instruments, such as calipers, gauges, or micrometers.
59%Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.

Wage Comparison

Engine and Other Machine Assemblers earns +$12,720(+32%) vs Print Binding and Finishing Workers
Print Binding and Finishing WorkersEngine and Other Machine Assemblers
10th
$31,110$37,950
25th
$36,070$42,790
Median
$39,820$52,540
75th
$48,240$70,050
90th
$57,980$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Print Binding and Finishing Workers20282035
Engine and Other Machine Assemblers20282035
20242030203520402045

Print Binding and Finishing Workers has a longer runway before significant displacement, projected 0 years later than Engine and Other Machine Assemblers.

Risk-Adjusted Salary

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

Print Binding and Finishing Workers

$25,226

from $39,820

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Engine and Other Machine Assemblers offers $7,254 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Print

0

Unique to Engine

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Regulatory Barriers
Creativity
Print Binding and Finishing WorkersEngine and Other Machine Assemblers