Takeover Tracker
vs

59 shared · 4 different

core competencies

Side-by-Side Comparison

MetricPackaging and Filling Machine Operators and TendersPourers and Casters, Metal
Risk Score47.5%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile95th74th
Tasks at Risk (>50%)13 / 155 / 15
Median Salary$40,900$48,940
Employment384K6K

Skill Comparison

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Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Inspecting Equipment, Structures, or Material
Production and Processing
Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Packaging and Filling Machine Operators and Tenders

26%

total discount

Pourers and Casters, Metal

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Packaging and Filling Machine Operators and Tenders

13 of 15 at risk
87%Regulate machine flow, speed, or temperature.
86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.
84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.
69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.
67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

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.

Wage Comparison

Pourers and Casters, Metal earns +$8,040(+20%) vs Packaging and Filling Machine Operators and Tenders
Packaging and Filling Machine Operators and TendersPourers and Casters, Metal
10th
$31,890$37,250
25th
$36,250$41,410
Median
$40,900$48,940
75th
$48,440$59,850
90th
$58,910$68,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Packaging and Filling Machine Operators and Tenders20282035
Pourers and Casters, Metal20282035
20242030203520402045

Pourers and Casters, Metal has a longer runway before significant displacement, projected 0 years later than Packaging and Filling Machine Operators and Tenders.

Risk-Adjusted Salary

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

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Pourers and Casters, Metal offers $8,986 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Packaging

0

Unique to Pourers

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
Packaging and Filling Machine Operators and TendersPourers and Casters, Metal