Takeover Tracker

vs

57 shared · 20 different

core competencies

Side-by-Side Comparison

MetricMaintenance and Repair Workers, GeneralPipe Fitters and Steamfitters
Risk Score23.9%17.8%
Risk TierLow RiskLow Risk
Risk Percentile16th3th
Tasks at Risk (>50%)4 / 153 / 15
Median Salary$48,620$62,970
Employment1.5M456K

Skill Comparison

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Sorted by largest difference

Design
Equipment MaintenanceAI-Resistant
Repairing
Building and Construction
Controlling Machines and Processes
Thinking Creatively
Inspecting Equipment, Structures, or Material
Evaluating Information to Determine Compliance with Standards
Identifying Objects, Actions, and Events
Coordinating the Work and Activities of Others
Troubleshooting
Updating and Using Relevant Knowledge

Protective Factors

Higher values indicate stronger protection against AI displacement

Maintenance and Repair Workers, General

26%

total discount

Pipe Fitters and Steamfitters

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Maintenance and Repair Workers, General

4 of 15 at risk
86%Order parts, supplies, or equipment from catalogs or suppliers.
58%Test and treat water supply.
55%Diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary.
53%Plan and lay out repair work, using diagrams, drawings, blueprints, maintenance manuals, or schematic diagrams.
41%Inspect, operate, or test machinery or equipment to diagnose machine malfunctions.

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.

Wage Comparison

Pipe Fitters and Steamfitters earns +$14,350(+30%) vs Maintenance and Repair Workers, General
Maintenance and Repair Workers, GeneralPipe Fitters and Steamfitters
10th
$33,860$40,670
25th
$39,050$48,860
Median
$48,620$62,970
75th
$61,710$81,900
90th
$76,110$105,150

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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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