Food Batchmakers vs Grinding and Polishing Workers, Hand AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Food Batchmakers

55 shared · 7 different

core competencies

medium risk

Grinding and Polishing Workers, Hand

Side-by-Side Comparison

Grinding and Polishing Workers, Hand leads 5–0

Metric	Food Batchmakers	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%)	15 / 15	6 / 15
Median Salary	$40,790	$41,690
Employment	172K	12K

Skill Comparison

Sorted by largest difference

Arm-Hand Steadiness

Finger Dexterity

Scheduling Work and Activities

Multilimb Coordination

Equipment MaintenanceAI-Resistant

Information OrderingAI-Vulnerable

Documenting/Recording Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Batchmakers

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 Batchmakers

15 of 15 at risk

88%Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.

86%Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.

86%Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.

84%Grade food products according to government regulations or according to type, color, bouquet, and moisture content.

65%Turn valve controls to start equipment and to adjust operation to maintain product quality.

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 +$900(+2%) vs Food Batchmakers

Food BatchmakersGrinding and Polishing Workers, Hand

10th

$30,850$32,120

25th

$35,340$36,660

Median

$40,790$41,690

75th

$49,010$48,410

90th

$57,800$57,250

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Batchmakers2028–2035

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 Batchmakers.

Risk-Adjusted Salary

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

Food Batchmakers

$22,312

from $40,790

Grinding and Polishing Workers, Hand

$25,915

from $41,690

After adjusting for AI risk, Grinding and Polishing Workers, Hand offers $3,602 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

Decision Complexity

Social Intelligence

Creativity

Food BatchmakersGrinding and Polishing Workers, Hand

Find transitions from Food Batchmakers Find transitions from Grinding and Polishing Workers, Hand