Food Cooking Machine Operators and Tenders vs Grinding and Polishing Workers, Hand AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Food Cooking Machine Operators and Tenders

52 shared · 9 different

core competencies

medium risk

Grinding and Polishing Workers, Hand

Side-by-Side Comparison

Grinding and Polishing Workers, Hand leads 5–0

Metric	Food Cooking Machine Operators and Tenders	Grinding and Polishing Workers, Hand
Risk Score	45.3%	37.8%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	92th	75th
Tasks at Risk (>50%)	11 / 15	6 / 15
Median Salary	$40,550	$41,690
Employment	28K	12K

Skill Comparison

Sorted by largest difference

Coordinating the Work and Activities of Others

Arm-Hand Steadiness

Finger Dexterity

Mechanical

Documenting/Recording Information

Manual DexterityAI-Resistant

Training and Teaching Others

Customer and Personal Service

Developing and Building Teams

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Cooking Machine Operators and Tenders

26%

total discount

Grinding and Polishing Workers, Hand

25%

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.

Grinding and Polishing Workers, Hand

6 of 15 at risk

89%Record product and processing data on specified forms.

85%Study blueprints or layouts to determine how to lay out workpieces or saw out templates.

81%Mark defects, such as knotholes, cracks, and splits, for repair.

77%Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.

77%Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.

Wage Comparison

Grinding and Polishing Workers, Hand earns +$1,140(+3%) vs Food Cooking Machine Operators and Tenders

Food Cooking Machine Operators and TendersGrinding and Polishing Workers, Hand

10th

$30,540$32,120

25th

$35,310$36,660

Median

$40,550$41,690

75th

$47,420$48,410

90th

$54,170$57,250

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Cooking Machine Operators and Tenders2028–2035

Grinding and Polishing Workers, Hand2028–2035

20242030203520402045

Grinding and Polishing Workers, Hand 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

Grinding and Polishing Workers, Hand

$25,915

from $41,690

After adjusting for AI risk, Grinding and Polishing Workers, Hand offers $3,717 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Food

Unique to Grinding

Combined Protection Strategy

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

Fine Manipulation

Creativity

Regulatory Barriers

Social Intelligence

Food Cooking Machine Operators and TendersGrinding and Polishing Workers, Hand

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