Pourers and Casters, Metal vs Packaging and Filling Machine Operators and Tenders AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Pourers and Casters, Metal

59 shared · 4 different

core competencies

medium risk

Packaging and Filling Machine Operators and Tenders

Side-by-Side Comparison

Pourers and Casters, Metal leads 5–0

Metric	Pourers and Casters, Metal	Packaging and Filling Machine Operators and Tenders
Risk Score	37.7%	47.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	74th	95th
Tasks at Risk (>50%)	5 / 15	13 / 15
Median Salary	$48,940	$40,900
Employment	6K	384K

Skill Comparison

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

Pourers and Casters, Metal

27%

total discount

Packaging and Filling Machine 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.

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.

Wage Comparison

Packaging and Filling Machine Operators and Tenders earns -$8,040(-16%) vs Pourers and Casters, Metal

Pourers and Casters, MetalPackaging and Filling Machine Operators and Tenders

10th

$37,250$31,890

25th

$41,410$36,250

Median

$48,940$40,900

75th

$59,850$48,440

90th

$68,030$58,910

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pourers and Casters, Metal2028–2035

Packaging and Filling Machine Operators and Tenders2028–2035

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%)

Pourers and Casters, Metal

$30,475

from $48,940

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

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

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Pourers

Unique to Packaging

Combined Protection Strategy

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

Fine Manipulation

Social Intelligence

Creativity

Regulatory Barriers

Pourers and Casters, MetalPackaging and Filling Machine Operators and Tenders

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