Takeover Tracker

vs

57 shared · 12 different

core competencies

37%medium risk
Machinists

Side-by-Side Comparison

MetricPipe Fitters and SteamfittersMachinists
Risk Score17.8%36.8%
Risk TierLow RiskMedium Risk
Risk Percentile3th71th
Tasks at Risk (>50%)3 / 159 / 15
Median Salary$62,970$56,150
Employment456K299K

Skill Comparison

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Sorted by largest difference

Performing General Physical Activities
Inspecting Equipment, Structures, or Material
Coordinating the Work and Activities of Others
Design
Handling and Moving Objects
MathematicsAI-Vulnerable
Monitor Processes, Materials, or Surroundings
Gross Body Equilibrium
Identifying Objects, Actions, and Events
Operating Vehicles, Mechanized Devices, or Equipment
Production and Processing
Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Pipe Fitters and Steamfitters

29%

total discount

Machinists

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Pipe Fitters and Steamfitters

3 of 15 at risk
86%Select pipe sizes, types, or related materials, such as supports, hangers, or hydraulic cylinders, according to specifications.
55%Lay out full scale drawings of pipe systems, supports, or related equipment, according to blueprints.
51%Plan pipe system layout, installation, or repair, according to specifications.
43%Inspect work sites for obstructions or holes that could cause structural weakness.
39%Inspect, examine, or test installed systems or pipe lines, using pressure gauge, hydrostatic testing, observation, or other methods.

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 -$6,820(-11%) vs Pipe Fitters and Steamfitters
Pipe Fitters and SteamfittersMachinists
10th
$40,670$38,100
25th
$48,860$46,250
Median
$62,970$56,150
75th
$81,900$64,910
90th
$105,150$78,760

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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