Takeover Tracker
38%medium risk
Pourers and Casters, Metal
vs

62 shared · 14 different

core competencies

42%medium risk
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

Side-by-Side Comparison

MetricPourers and Casters, MetalCrushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
Risk Score37.7%41.7%
Risk TierMedium RiskMedium Risk
Risk Percentile74th85th
Tasks at Risk (>50%)5 / 1512 / 15
Median Salary$48,940$46,890
Employment6K29K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Inspecting Equipment, Structures, or Material
Mechanical
Operation Monitoring
Monitor Processes, Materials, or Surroundings
Production and Processing
Identifying Objects, Actions, and Events
Communicating with Supervisors, Peers, or Subordinates
Operation and Control
Hearing Sensitivity
InstructingAI-Resistant
Scheduling Work and Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Pourers and Casters, Metal

27%

total discount

Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

12 of 15 at risk
88%Read work orders to determine production specifications and information.
84%Test samples of materials or products to ensure compliance with specifications, using test equipment.
65%Weigh or measure materials, ingredients, or products at specified intervals to ensure conformance to requirements.
63%Observe operation of equipment to ensure continuity of flow, safety, and efficient operation, and to detect malfunctions.
63%Tend accessory equipment, such as pumps and conveyors, to move materials or ingredients through production processes.

Wage Comparison

Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders earns -$2,050(-4%) vs Pourers and Casters, Metal
Pourers and Casters, MetalCrushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
10th
$37,250$35,380
25th
$41,410$38,990
Median
$48,940$46,890
75th
$59,850$58,440
90th
$68,030$65,980

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pourers and Casters, Metal2028–2035
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders2028–2035
20242030203520402045

Pourers and Casters, Metal has a longer runway before significant displacement, projected 0 years later than Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders.

Risk-Adjusted Salary

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

Pourers and Casters, Metal

$30,475

from $48,940

Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

$27,360

from $46,890

After adjusting for AI risk, Pourers and Casters, Metal offers $3,115 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Pourers

0

Unique to Crushing,

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Fine Manipulation
Creativity
Pourers and Casters, MetalCrushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
Find transitions from Pourers and Casters, MetalFind transitions from Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders