Takeover Tracker
37%medium risk
Machinists
vs

44 shared · 9 different

core competencies

37%medium risk
Molding and Casting Workers

Side-by-Side Comparison

MetricMachinistsMolding and Casting Workers
Risk Score36.8%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile71th72th
Tasks at Risk (>50%)9 / 158 / 15
Median Salary$56,150$45,690
Employment299K35K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Mechanical
Design
Handling and Moving Objects
Performing General Physical Activities
Static Strength
Controlling Machines and Processes
Thinking Creatively
Making Decisions and Solving Problems

Protective Factors

Higher values indicate stronger protection against AI displacement

Machinists

26%

total discount

Molding and Casting Workers

25%

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.

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.

Wage Comparison

Molding and Casting Workers earns -$10,460(-19%) vs Machinists
MachinistsMolding and Casting Workers
10th
$38,100$34,950
25th
$46,250$38,500
Median
$56,150$45,690
75th
$64,910$51,340
90th
$78,760$61,050

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Machinists2028–2035
Molding and Casting Workers2028–2035
20242030203520402045

Machinists has a longer runway before significant displacement, projected 0 years later than Molding and Casting Workers.

Risk-Adjusted Salary

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

Machinists

$35,492

from $56,150

Molding and Casting Workers

$28,808

from $45,690

After adjusting for AI risk, Machinists offers $6,685 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Machinists

0

Unique to Molding

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Regulatory Barriers
MachinistsMolding and Casting Workers
Find transitions from MachinistsFind transitions from Molding and Casting Workers