Takeover Tracker
vs

59 shared · 8 different

core competencies

Side-by-Side Comparison

MetricMaintenance and Repair Workers, GeneralMaintenance Workers, Machinery
Risk Score23.9%29.7%
Risk TierLow RiskMedium Risk
Risk Percentile16th37th
Tasks at Risk (>50%)4 / 1510 / 15
Median Salary$48,620$60,500
Employment1.5M57K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Repairing and Maintaining Mechanical Equipment
Customer and Personal Service
Mechanical
Design
Thinking Creatively
Communicating with Supervisors, Peers, or Subordinates
Information OrderingAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Maintenance and Repair Workers, General

26%

total discount

Maintenance Workers, Machinery

27%

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.

Maintenance Workers, Machinery

10 of 15 at risk
88%Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished.
86%Read work orders and specifications to determine machines and equipment requiring repair or maintenance.
86%Record production, repair, and machine maintenance information.
61%Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies.
57%Set up and operate machines, and adjust controls to regulate operations.

Wage Comparison

Maintenance Workers, Machinery earns +$11,880(+24%) vs Maintenance and Repair Workers, General
Maintenance and Repair Workers, GeneralMaintenance Workers, Machinery
10th
$33,860$40,080
25th
$39,050$48,600
Median
$48,620$60,500
75th
$61,710$72,260
90th
$76,110$83,560

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Maintenance and Repair Workers, General20282035
Maintenance Workers, Machinery20282035
20242030203520402045

Maintenance and Repair Workers, General has a longer runway before significant displacement, projected 0 years later than Maintenance Workers, Machinery.

Risk-Adjusted Salary

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

Maintenance and Repair Workers, General

$36,985

from $48,620

Maintenance Workers, Machinery

$42,562

from $60,500

After adjusting for AI risk, Maintenance Workers, Machinery offers $5,577 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Maintenance

0

Unique to Maintenance

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Fine Manipulation
Social Intelligence
Maintenance and Repair Workers, GeneralMaintenance Workers, Machinery