Takeover Tracker
vs

41 shared · 11 different

core competencies

Side-by-Side Comparison

MetricEngine and Other Machine AssemblersMachine Feeders and Offbearers
Risk Score38.2%51.3%
Risk TierMedium RiskHigh Risk
Risk Percentile76th98th
Tasks at Risk (>50%)8 / 1211 / 13
Median Salary$52,540$39,700
Employment38K47K

Skill Comparison

|

Sorted by largest difference

Mechanical
Customer and Personal Service
Updating and Using Relevant Knowledge
Thinking Creatively
Visualization
Performing General Physical Activities
Rate Control
Repairing and Maintaining Mechanical Equipment
Controlling Machines and Processes
Handling and Moving Objects
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Engine and Other Machine Assemblers

26%

total discount

Machine Feeders and Offbearers

22%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Machine Feeders and Offbearers

11 of 13 at risk
87%Record production and operational data, such as amount of materials processed.
87%Weigh or measure materials or products to ensure conformance to specifications.
87%Identify and mark materials, products, and samples, following instructions.
67%Add chemicals, solutions, or ingredients to machines or equipment as required by the manufacturing process.
65%Inspect materials and products for defects, and to ensure conformance to specifications.

Wage Comparison

Machine Feeders and Offbearers earns -$12,840(-24%) vs Engine and Other Machine Assemblers
Engine and Other Machine AssemblersMachine Feeders and Offbearers
10th
$37,950$31,480
25th
$42,790$36,020
Median
$52,540$39,700
75th
$70,050$48,220
90th
$74,300$57,010

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Engine and Other Machine Assemblers20282035
Machine Feeders and Offbearers20282035
20242030203520402045

Engine and Other Machine Assemblers has a longer runway before significant displacement, projected 0 years later than Machine Feeders and Offbearers.

Risk-Adjusted Salary

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

Engine and Other Machine Assemblers

$32,480

from $52,540

Machine Feeders and Offbearers

$19,350

from $39,700

After adjusting for AI risk, Engine and Other Machine Assemblers offers $13,130 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Engine

0

Unique to Machine

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Social Intelligence
Engine and Other Machine AssemblersMachine Feeders and Offbearers