Takeover Tracker
vs

60 shared · 12 different

core competencies

Side-by-Side Comparison

MetricPump Operators, Except Wellhead PumpersMixing and Blending Machine Setters, Operators, and Tenders
Risk Score43.5%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile89th90th
Tasks at Risk (>50%)6 / 1412 / 15
Median Salary$60,020$47,680
Employment13K101K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Evaluating Information to Determine Compliance with Standards
Scheduling Work and Activities
Mechanical
Performing General Physical Activities
Processing Information
Chemistry
Documenting/Recording Information
Making Decisions and Solving Problems
Interacting With Computers
Updating and Using Relevant Knowledge
Public Safety and Security

Protective Factors

Higher values indicate stronger protection against AI displacement

Pump Operators, Except Wellhead Pumpers

28%

total discount

Mixing and Blending Machine Setters, Operators, and Tenders

26%

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.

Mixing and Blending Machine Setters, Operators, and Tenders

12 of 15 at risk
84%Observe production or monitor equipment to ensure safe and efficient operation.
78%Test samples of materials or products to ensure compliance with specifications, using test equipment.
65%Mix or blend ingredients by starting machines and mixing for specified times.
64%Read work orders to determine production specifications or information.
63%Weigh or measure materials, ingredients, or products to ensure conformance to requirements.

Wage Comparison

Mixing and Blending Machine Setters, Operators, and Tenders earns -$12,340(-21%) vs Pump Operators, Except Wellhead Pumpers
Pump Operators, Except Wellhead PumpersMixing and Blending Machine Setters, Operators, and Tenders
10th
$37,850$35,000
25th
$47,270$39,800
Median
$60,020$47,680
75th
$75,160$57,940
90th
$89,660$67,570

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Pump Operators, Except Wellhead Pumpers20282035
Mixing and Blending Machine Setters, Operators, and Tenders20282035
20242030203520402045

Pump Operators, Except Wellhead Pumpers has a longer runway before significant displacement, projected 0 years later than Mixing and Blending Machine Setters, Operators, and Tenders.

Risk-Adjusted Salary

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

Pump Operators, Except Wellhead Pumpers

$33,893

from $60,020

Mixing and Blending Machine Setters, Operators, and Tenders

$26,601

from $47,680

After adjusting for AI risk, Pump Operators, Except Wellhead Pumpers offers $7,293 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Pump

0

Unique to Mixing

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Fine Manipulation
Social Intelligence
Pump Operators, Except Wellhead PumpersMixing and Blending Machine Setters, Operators, and Tenders