Takeover Tracker
38%medium risk
Engine and Other Machine Assemblers
vs

58 shared · 5 different

core competencies

35%medium risk
Forging Machine Setters, Operators, and Tenders, Metal and Plastic

Side-by-Side Comparison

MetricEngine and Other Machine AssemblersForging Machine Setters, Operators, and Tenders, Metal and Plastic
Risk Score38.2%35.5%
Risk TierMedium RiskMedium Risk
Risk Percentile76th67th
Tasks at Risk (>50%)8 / 123 / 13
Median Salary$52,540$49,240
Employment38K9K

Skill Comparison

|

Sorted by largest difference

Production and Processing
MathematicsAI-Vulnerable
Customer and Personal Service
Rate Control
Extent Flexibility

Protective Factors

Higher values indicate stronger protection against AI displacement

Engine and Other Machine Assemblers

26%

total discount

Forging Machine Setters, Operators, and Tenders, Metal and Plastic

26%

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.

Forging Machine Setters, Operators, and Tenders, Metal and Plastic

3 of 13 at risk
84%Read work orders or blueprints to determine specified tolerances and sequences of operations for machine setup.
80%Start machines to produce sample workpieces, and observe operations to detect machine malfunctions and to verify that machine setups conform to specifications.
61%Measure and inspect machined parts to ensure conformance to product specifications.
49%Position and move metal wires or workpieces through a series of dies that compress and shape stock to form die impressions.
49%Set up, operate, or tend presses and forging machines to perform hot or cold forging by flattening, straightening, bending, cutting, piercing, or other operations to taper, shape, or form metal.

Wage Comparison

Forging Machine Setters, Operators, and Tenders, Metal and Plastic earns -$3,300(-6%) vs Engine and Other Machine Assemblers
Engine and Other Machine AssemblersForging Machine Setters, Operators, and Tenders, Metal and Plastic
10th
$37,950$35,150
25th
$42,790$41,350
Median
$52,540$49,240
75th
$70,050$59,270
90th
$74,300$69,540

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Engine and Other Machine Assemblers2028–2035
Forging Machine Setters, Operators, and Tenders, Metal and Plastic2028–2035
20242030203520402045

Forging Machine Setters, Operators, and Tenders, Metal and Plastic 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%)

Engine and Other Machine Assemblers

$32,480

from $52,540

Forging Machine Setters, Operators, and Tenders, Metal and Plastic

$31,770

from $49,240

After adjusting for AI risk, Engine and Other Machine Assemblers offers $711 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Engine

0

Unique to Forging

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Regulatory Barriers
Decision Complexity
Engine and Other Machine AssemblersForging Machine Setters, Operators, and Tenders, Metal and Plastic
Find transitions from Engine and Other Machine AssemblersFind transitions from Forging Machine Setters, Operators, and Tenders, Metal and Plastic