Takeover Tracker
47%medium risk
Gas Plant Operators
vs

58 shared · 8 different

core competencies

37%medium risk
Machinists

Side-by-Side Comparison

MetricGas Plant OperatorsMachinists
Risk Score46.9%36.8%
Risk TierMedium RiskMedium Risk
Risk Percentile94th71th
Tasks at Risk (>50%)10 / 159 / 15
Median Salary$83,400$56,150
Employment16K299K

Skill Comparison

|

Sorted by largest difference

Handling and Moving Objects
Operation Monitoring
Auditory Attention
MathematicsAI-Vulnerable
Documenting/Recording Information
Perceptual Speed
Design
Manual DexterityAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Gas Plant Operators

28%

total discount

Machinists

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Gas Plant Operators

10 of 15 at risk
86%Read logsheets to determine product demand and disposition, or to detect malfunctions.
86%Calculate gas ratios to detect deviations from specifications, using testing apparatus.
84%Monitor equipment functioning, observe temperature, level, and flow gauges, and perform regular unit checks to ensure that all equipment is operating as it should.
82%Control equipment to regulate flow and pressure of gas to feedlines of boilers, furnaces, and related steam-generating or heating equipment.
82%Adjust temperature, pressure, vacuum, level, flow rate, or transfer of gas to maintain processes at required levels or to correct problems.

Machinists

9 of 15 at risk
86%Program computers or electronic instruments, such as numerically controlled machine tools.
84%Study sample parts, blueprints, drawings, or engineering information to determine methods or sequences of operations needed to fabricate products.
70%Calculate dimensions or tolerances, using instruments such as micrometers or vernier calipers.
63%Monitor the feed and speed of machines during the machining process.
57%Measure, examine, or test completed units to check for defects and ensure conformance to specifications, using precision instruments, such as micrometers.

Wage Comparison

Machinists earns -$27,250(-33%) vs Gas Plant Operators
Gas Plant OperatorsMachinists
10th
$59,040$38,100
25th
$73,150$46,250
Median
$83,400$56,150
75th
$100,000$64,910
90th
$109,350$78,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Gas Plant Operators20282035
Machinists20282035
20242030203520402045

Machinists has a longer runway before significant displacement, projected 0 years later than Gas Plant Operators.

Risk-Adjusted Salary

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

Gas Plant Operators

$44,277

from $83,400

Machinists

$35,492

from $56,150

After adjusting for AI risk, Gas Plant Operators offers $8,785 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Gas

0

Unique to Machinists

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Decision Complexity
Social Intelligence
Gas Plant OperatorsMachinists