Takeover Tracker

Side-by-Side Comparison

MetricPump Operators, Except Wellhead PumpersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Risk Score43.5%39.3%
Risk TierMedium RiskMedium Risk
Risk Percentile89th78th
Tasks at Risk (>50%)6 / 148 / 15
Median Salary$60,020$49,500
Employment13K54K

Skill Comparison

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Sorted by largest difference

Computers and Electronics
Scheduling Work and Activities
Public Safety and Security
Mechanical
Processing Information
Evaluating Information to Determine Compliance with Standards
Establishing and Maintaining Interpersonal Relationships
Documenting/Recording Information
Inspecting Equipment, Structures, or Material
Estimating the Quantifiable Characteristics of Products, Events, or Information
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Pump Operators, Except Wellhead Pumpers

28%

total discount

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

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.

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

8 of 15 at risk
86%Monitor material flow or instruments such as temperature or pressure gauges, indicators, or meters to ensure optimal processing conditions.
65%Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.
57%Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture.
57%Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.
53%Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.

Wage Comparison

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders earns -$10,520(-18%) vs Pump Operators, Except Wellhead Pumpers
Pump Operators, Except Wellhead PumpersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
10th
$37,850$35,810
25th
$47,270$41,830
Median
$60,020$49,500
75th
$75,160$61,350
90th
$89,660$75,860

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pump Operators, Except Wellhead Pumpers20282035
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders20282035
20242030203520402045

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders 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

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

$30,051

from $49,500

After adjusting for AI risk, Pump Operators, Except Wellhead Pumpers offers $3,842 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Pump

0

Unique to Separating,

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Fine Manipulation
Decision Complexity
Pump Operators, Except Wellhead PumpersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders