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

66 shared · 5 different

core competencies

44%medium risk
Metal-Refining Furnace Operators and Tenders

Side-by-Side Comparison

MetricPourers and Casters, MetalMetal-Refining Furnace Operators and Tenders
Risk Score37.7%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile74th90th
Tasks at Risk (>50%)5 / 157 / 15
Median Salary$48,940$55,770
Employment6K20K

Skill Comparison

|

Sorted by largest difference

Administration and Management
Production and Processing
Operation Monitoring
Operation and Control
Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Pourers and Casters, Metal

27%

total discount

Metal-Refining Furnace Operators and Tenders

26%

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.

Metal-Refining Furnace Operators and Tenders

7 of 15 at risk
88%Record production data, and maintain production logs.
84%Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.
84%Observe operations inside furnaces, using television screens, to ensure that problems do not occur.
74%Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.
67%Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.

Wage Comparison

Metal-Refining Furnace Operators and Tenders earns +$6,830(+14%) vs Pourers and Casters, Metal
Pourers and Casters, MetalMetal-Refining Furnace Operators and Tenders
10th
$37,250$38,760
25th
$41,410$46,550
Median
$48,940$55,770
75th
$59,850$65,070
90th
$68,030$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pourers and Casters, Metal2028–2035
Metal-Refining Furnace Operators and Tenders2028–2035
20242030203520402045

Pourers and Casters, Metal has a longer runway before significant displacement, projected 0 years later than Metal-Refining Furnace Operators and Tenders.

Risk-Adjusted Salary

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

Pourers and Casters, Metal

$30,475

from $48,940

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

After adjusting for AI risk, Metal-Refining Furnace Operators and Tenders offers $645 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Pourers

0

Unique to Metal-Refining

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Fine Manipulation
Social Intelligence
Pourers and Casters, MetalMetal-Refining Furnace Operators and Tenders
Find transitions from Pourers and Casters, MetalFind transitions from Metal-Refining Furnace Operators and Tenders