Grinding and Polishing Workers, Hand vs Metal-Refining Furnace Operators and Tenders AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Grinding and Polishing Workers, Hand

59 shared · 9 different

core competencies

medium risk

Metal-Refining Furnace Operators and Tenders

Side-by-Side Comparison

Grinding and Polishing Workers, Hand leads 4–1

Metric	Grinding and Polishing Workers, Hand	Metal-Refining Furnace Operators and Tenders
Risk Score	37.8%	44.2%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	75th	90th
Tasks at Risk (>50%)	6 / 15	7 / 15
Median Salary	$41,690	$55,770
Employment	12K	20K

Skill Comparison

Sorted by largest difference

Controlling Machines and Processes

Identifying Objects, Actions, and Events

Administration and Management

Production and Processing

Mechanical

Operation Monitoring

Operation and Control

Finger Dexterity

Coordinating the Work and Activities of Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Grinding and Polishing Workers, Hand

25%

total discount

Metal-Refining Furnace Operators and Tenders

26%

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.

Metal-Refining Furnace Operators and Tenders

7 of 15 at risk

88%Record production data, and maintain production logs.

84%Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.

84%Observe operations inside furnaces, using television screens, to ensure that problems do not occur.

74%Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.

67%Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.

Wage Comparison

Metal-Refining Furnace Operators and Tenders earns +$14,080(+34%) vs Grinding and Polishing Workers, Hand

Grinding and Polishing Workers, HandMetal-Refining Furnace Operators and Tenders

10th

$32,120$38,760

25th

$36,660$46,550

Median

$41,690$55,770

75th

$48,410$65,070

90th

$57,250$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Grinding and Polishing Workers, Hand2028–2035

Metal-Refining Furnace Operators and Tenders2028–2035

20242030203520402045

Grinding and Polishing Workers, Hand has a longer runway before significant displacement, projected 0 years later than Metal-Refining Furnace Operators and Tenders.

Risk-Adjusted Salary

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

Grinding and Polishing Workers, Hand

$25,915

from $41,690

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

After adjusting for AI risk, Metal-Refining Furnace Operators and Tenders offers $5,205 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Grinding

Unique to Metal-Refining

Combined Protection Strategy

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

Fine Manipulation

Decision Complexity

Creativity

Social Intelligence

Grinding and Polishing Workers, HandMetal-Refining Furnace Operators and Tenders

Find transitions from Grinding and Polishing Workers, Hand Find transitions from Metal-Refining Furnace Operators and Tenders