Grinding and Polishing Workers, Hand vs Helpers--Production Workers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Grinding and Polishing Workers, Hand

39 shared · 9 different

core competencies

medium risk

Helpers--Production Workers

Side-by-Side Comparison

Grinding and Polishing Workers, Hand leads 5–0

Metric	Grinding and Polishing Workers, Hand	Helpers--Production Workers
Risk Score	37.8%	39.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	75th	79th
Tasks at Risk (>50%)	6 / 15	11 / 15
Median Salary	$41,690	$38,220
Employment	12K	167K

Skill Comparison

Sorted by largest difference

Monitor Processes, Materials, or Surroundings

Scheduling Work and Activities

Making Decisions and Solving Problems

Equipment MaintenanceAI-Resistant

Arm-Hand Steadiness

Stamina

Troubleshooting

Finger Dexterity

Repairing

Protective Factors

Higher values indicate stronger protection against AI displacement

Grinding and Polishing Workers, Hand

25%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Helpers--Production Workers

11 of 15 at risk

86%Count finished products to determine if product orders are complete.

86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

86%Mark or tag identification on parts.

86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$3,470(-8%) vs Grinding and Polishing Workers, Hand

Grinding and Polishing Workers, HandHelpers--Production Workers

10th

$32,120$30,060

25th

$36,660$34,390

Median

$41,690$38,220

75th

$48,410$44,980

90th

$57,250$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Grinding and Polishing Workers, Hand2028–2035

Helpers--Production Workers2028–2035

20242030203520402045

Grinding and Polishing Workers, Hand has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Grinding and Polishing Workers, Hand

$25,915

from $41,690

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Grinding and Polishing Workers, Hand offers $2,795 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Grinding

Unique to Helpers--Production

Combined Protection Strategy

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

Creativity

Fine Manipulation

Decision Complexity

Regulatory Barriers

Grinding and Polishing Workers, HandHelpers--Production Workers

Find transitions from Grinding and Polishing Workers, Hand Find transitions from Helpers--Production Workers