Grinding and Polishing Workers, Hand vs Pump Operators, Except Wellhead Pumpers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Grinding and Polishing Workers, Hand

57 shared · 12 different

core competencies

medium risk

Pump Operators, Except Wellhead Pumpers

Side-by-Side Comparison

Grinding and Polishing Workers, Hand leads 3–1

Metric	Grinding and Polishing Workers, Hand	Pump Operators, Except Wellhead Pumpers
Risk Score	37.8%	43.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	75th	89th
Tasks at Risk (>50%)	6 / 15	6 / 14
Median Salary	$41,690	$60,020
Employment	12K	13K

Skill Comparison

Sorted by largest difference

Computers and Electronics

Mechanical

Public Safety and Security

Evaluating Information to Determine Compliance with Standards

Perceptual Speed

Analyzing Data or Information

Documenting/Recording Information

Arm-Hand Steadiness

Processing Information

Finger Dexterity

Auditory Attention

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

Pump Operators, Except Wellhead Pumpers

28%

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.

Pump Operators, Except Wellhead Pumpers

6 of 14 at risk

88%Record operating data such as products and quantities pumped, stocks used, gauging results, and operating times.

86%Monitor gauges and flowmeters and inspect equipment to ensure that tank levels, temperatures, chemical amounts, and pressures are at specified levels, reporting abnormalities as necessary.

86%Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped.

78%Communicate with other workers, using signals, radios, or telephones, to start and stop flows of materials or substances.

77%Test materials and solutions, using testing equipment.

Wage Comparison

Pump Operators, Except Wellhead Pumpers earns +$18,330(+44%) vs Grinding and Polishing Workers, Hand

Grinding and Polishing Workers, HandPump Operators, Except Wellhead Pumpers

10th

$32,120$37,850

25th

$36,660$47,270

Median

$41,690$60,020

75th

$48,410$75,160

90th

$57,250$89,660

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Grinding and Polishing Workers, Hand2028–2035

Pump Operators, Except Wellhead Pumpers2028–2035

20242030203520402045

Grinding and Polishing Workers, Hand has a longer runway before significant displacement, projected 0 years later than Pump Operators, Except Wellhead Pumpers.

Risk-Adjusted Salary

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

Grinding and Polishing Workers, Hand

$25,915

from $41,690

Pump Operators, Except Wellhead Pumpers

$33,893

from $60,020

After adjusting for AI risk, Pump Operators, Except Wellhead Pumpers offers $7,979 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Grinding

Unique to Pump

Combined Protection Strategy

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

Fine Manipulation

Regulatory Barriers

Decision Complexity

Social Intelligence

Grinding and Polishing Workers, HandPump Operators, Except Wellhead Pumpers

Find transitions from Grinding and Polishing Workers, Hand Find transitions from Pump Operators, Except Wellhead Pumpers