Food Cooking Machine Operators and Tenders vs Pourers and Casters, Metal AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Food Cooking Machine Operators and Tenders

58 shared · 9 different

core competencies

medium risk

Pourers and Casters, Metal

Side-by-Side Comparison

Pourers and Casters, Metal leads 5–0

Metric	Food Cooking Machine Operators and Tenders	Pourers and Casters, Metal
Risk Score	45.3%	37.7%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	92th	74th
Tasks at Risk (>50%)	11 / 15	5 / 15
Median Salary	$40,550	$48,940
Employment	28K	6K

Skill Comparison

Sorted by largest difference

Mechanical

Operating Vehicles, Mechanized Devices, or Equipment

Inspecting Equipment, Structures, or Material

Coordinating the Work and Activities of Others

Public Safety and Security

Arm-Hand Steadiness

Visual Color Discrimination

Developing Objectives and Strategies

Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Cooking 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

Food Cooking Machine Operators and Tenders

11 of 15 at risk

88%Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.

88%Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.

86%Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.

86%Notify or signal other workers to operate equipment or when processing is complete.

84%Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.

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 +$8,390(+21%) vs Food Cooking Machine Operators and Tenders

Food Cooking Machine Operators and TendersPourers and Casters, Metal

10th

$30,540$37,250

25th

$35,310$41,410

Median

$40,550$48,940

75th

$47,420$59,850

90th

$54,170$68,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Cooking Machine Operators and Tenders2028–2035

Pourers and Casters, Metal2028–2035

20242030203520402045

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

Risk-Adjusted Salary

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

Food Cooking Machine Operators and Tenders

$22,197

from $40,550

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Pourers and Casters, Metal offers $8,278 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Food

Unique to Pourers

Combined Protection Strategy

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

Regulatory Barriers

Fine Manipulation

Decision Complexity

Creativity

Food Cooking Machine Operators and TendersPourers and Casters, Metal

Find transitions from Food Cooking Machine Operators and Tenders Find transitions from Pourers and Casters, Metal