Takeover Tracker
vs

47 shared · 35 different

core competencies

Side-by-Side Comparison

MetricPetroleum Pump System Operators, Refinery Operators, and GaugersPourers and Casters, Metal
Risk Score43.1%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile88th74th
Tasks at Risk (>50%)13 / 155 / 15
Median Salary$97,540$48,940
Employment35K6K

Skill Comparison

|

Sorted by largest difference

Handling and Moving Objects
Operation Monitoring
Interacting With Computers
Monitor Processes, Materials, or Surroundings
Performing General Physical Activities
Making Decisions and Solving Problems
Problem Sensitivity
Written Expression
Flexibility of Closure
Controlling Machines and Processes
Training and Teaching Others
Identifying Objects, Actions, and Events

Protective Factors

Higher values indicate stronger protection against AI displacement

Petroleum Pump System Operators, Refinery Operators, and Gaugers

29%

total discount

Pourers and Casters, Metal

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Petroleum Pump System Operators, Refinery Operators, and Gaugers

13 of 15 at risk
88%Read automatic gauges at specified intervals to determine the flow rate of oil into or from tanks, and the amount of oil in tanks.
88%Prepare calculations for receipts and deliveries of oil and oil products.
86%Monitor process indicators, instruments, gauges, and meters to detect and report any possible problems.
85%Operate control panels to coordinate and regulate process variables such as temperature and pressure, and to direct product flow rate, according to process schedules.
80%Verify that incoming and outgoing products are moving through the correct meters, and that meters are working properly.

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

Wage Comparison

Pourers and Casters, Metal earns -$48,600(-50%) vs Petroleum Pump System Operators, Refinery Operators, and Gaugers
Petroleum Pump System Operators, Refinery Operators, and GaugersPourers and Casters, Metal
10th
$59,790$37,250
25th
$77,970$41,410
Median
$97,540$48,940
75th
$104,660$59,850
90th
$112,920$68,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Petroleum Pump System Operators, Refinery Operators, and Gaugers20282035
Pourers and Casters, Metal20282035
20242030203520402045

Pourers and Casters, Metal has a longer runway before significant displacement, projected 0 years later than Petroleum Pump System Operators, Refinery Operators, and Gaugers.

Risk-Adjusted Salary

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

Petroleum Pump System Operators, Refinery Operators, and Gaugers

$55,491

from $97,540

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Petroleum Pump System Operators, Refinery Operators, and Gaugers offers $25,016 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Petroleum

0

Unique to Pourers

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Regulatory Barriers
Petroleum Pump System Operators, Refinery Operators, and GaugersPourers and Casters, Metal