Takeover Tracker
vs

57 shared · 12 different

core competencies

Side-by-Side Comparison

MetricPump Operators, Except Wellhead PumpersGrinding and Polishing Workers, Hand
Risk Score43.5%37.8%
Risk TierMedium RiskMedium Risk
Risk Percentile89th75th
Tasks at Risk (>50%)6 / 146 / 15
Median Salary$60,020$41,690
Employment13K12K

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

Pump Operators, Except Wellhead Pumpers

28%

total discount

Grinding and Polishing Workers, Hand

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 -$18,330(-31%) vs Pump Operators, Except Wellhead Pumpers
Pump Operators, Except Wellhead PumpersGrinding and Polishing Workers, Hand
10th
$37,850$32,120
25th
$47,270$36,660
Median
$60,020$41,690
75th
$75,160$48,410
90th
$89,660$57,250

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pump Operators, Except Wellhead Pumpers20282035
Grinding and Polishing Workers, Hand20282035
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%)

Pump Operators, Except Wellhead Pumpers

$33,893

from $60,020

Grinding and Polishing Workers, Hand

$25,915

from $41,690

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

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Pump

0

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
Pump Operators, Except Wellhead PumpersGrinding and Polishing Workers, Hand