Pourers and Casters, Metal vs Grinding and Polishing Workers, Hand AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Pourers and Casters, Metal

52 shared · 6 different

core competencies

medium risk

Grinding and Polishing Workers, Hand

Side-by-Side Comparison

Pourers and Casters, Metal leads 5–0

Metric	Pourers and Casters, Metal	Grinding and Polishing Workers, Hand
Risk Score	37.7%	37.8%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	74th	75th
Tasks at Risk (>50%)	5 / 15	6 / 15
Median Salary	$48,940	$41,690
Employment	6K	12K

Skill Comparison

Sorted by largest difference

Identifying Objects, Actions, and Events

Inspecting Equipment, Structures, or Material

Repairing and Maintaining Mechanical Equipment

Operating Vehicles, Mechanized Devices, or Equipment

Finger Dexterity

Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Pourers and Casters, Metal

27%

total discount

Grinding and Polishing Workers, Hand

25%

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.

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 -$7,250(-15%) vs Pourers and Casters, Metal

Pourers and Casters, MetalGrinding and Polishing Workers, Hand

10th

$37,250$32,120

25th

$41,410$36,660

Median

$48,940$41,690

75th

$59,850$48,410

90th

$68,030$57,250

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pourers and Casters, Metal2028–2035

Grinding and Polishing Workers, Hand2028–2035

20242030203520402045

Pourers and Casters, Metal has a longer runway before significant displacement, projected 0 years later than Grinding and Polishing Workers, Hand.

Risk-Adjusted Salary

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

Pourers and Casters, Metal

$30,475

from $48,940

Grinding and Polishing Workers, Hand

$25,915

from $41,690

After adjusting for AI risk, Pourers and Casters, Metal offers $4,560 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Pourers

Unique to Grinding

Combined Protection Strategy

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

Fine Manipulation

Regulatory Barriers

Decision Complexity

Social Intelligence

Pourers and Casters, MetalGrinding and Polishing Workers, Hand

Find transitions from Pourers and Casters, Metal Find transitions from Grinding and Polishing Workers, Hand