Takeover Tracker
37%medium risk
Molding and Casting Workers
vs

52 shared · 3 different

core competencies

38%medium risk
Engine and Other Machine Assemblers

Side-by-Side Comparison

MetricMolding and Casting WorkersEngine and Other Machine Assemblers
Risk Score37.0%38.2%
Risk TierMedium RiskMedium Risk
Risk Percentile72th76th
Tasks at Risk (>50%)8 / 158 / 12
Median Salary$45,690$52,540
Employment35K38K

Skill Comparison

|

Sorted by largest difference

Mechanical
Customer and Personal Service
Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Molding and Casting Workers

25%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Molding and Casting Workers

8 of 15 at risk
86%Read work orders or examine parts to determine parts or sections of products to be produced.
86%Set the proper operating temperature for each casting.
86%Select sizes and types of molds according to instructions.
61%Engrave or stamp identifying symbols, letters, or numbers on products.
57%Operate and adjust controls of heating equipment to melt material or to cure, dry, or bake filled molds.

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 +$6,850(+15%) vs Molding and Casting Workers
Molding and Casting WorkersEngine and Other Machine Assemblers
10th
$34,950$37,950
25th
$38,500$42,790
Median
$45,690$52,540
75th
$51,340$70,050
90th
$61,050$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Molding and Casting Workers2028–2035
Engine and Other Machine Assemblers2028–2035
20242030203520402045

Molding and Casting 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%)

Molding and Casting Workers

$28,808

from $45,690

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Engine and Other Machine Assemblers offers $3,673 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Molding

0

Unique to Engine

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
Molding and Casting WorkersEngine and Other Machine Assemblers
Find transitions from Molding and Casting WorkersFind transitions from Engine and Other Machine Assemblers