Takeover Tracker
26%medium risk
Helpers--Installation, Maintenance, and Repair Workers
vs

58 shared · 11 different

core competencies

24%low risk
Maintenance and Repair Workers, General

Side-by-Side Comparison

MetricHelpers--Installation, Maintenance, and Repair WorkersMaintenance and Repair Workers, General
Risk Score26.2%23.9%
Risk TierMedium RiskLow Risk
Risk Percentile22th16th
Tasks at Risk (>50%)4 / 154 / 15
Median Salary$38,860$48,620
Employment98K1.5M

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Communicating with Supervisors, Peers, or Subordinates
Updating and Using Relevant Knowledge
Repairing
Public Safety and Security
Equipment MaintenanceAI-Resistant
Building and Construction
Information OrderingAI-Vulnerable
Installation
Customer and Personal Service
Coaching and Developing Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Installation, Maintenance, and Repair Workers

25%

total discount

Maintenance and Repair Workers, General

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Helpers--Installation, Maintenance, and Repair Workers

4 of 15 at risk
86%Order new parts to maintain inventory.
63%Tend and observe equipment and machinery to verify efficient and safe operation.
53%Apply protective materials to equipment, components, and parts to prevent defects and corrosion.
51%Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment.
49%Diagnose electrical problems and install and rewire electrical components.

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.

Wage Comparison

Maintenance and Repair Workers, General earns +$9,760(+25%) vs Helpers--Installation, Maintenance, and Repair Workers
Helpers--Installation, Maintenance, and Repair WorkersMaintenance and Repair Workers, General
10th
$28,770$33,860
25th
$33,760$39,050
Median
$38,860$48,620
75th
$46,600$61,710
90th
$54,650$76,110

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Installation, Maintenance, and Repair Workers2028–2035
Maintenance and Repair Workers, General2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Helpers--Installation, Maintenance, and Repair Workers

$28,694

from $38,860

Maintenance and Repair Workers, General

$36,985

from $48,620

After adjusting for AI risk, Maintenance and Repair Workers, General offers $8,291 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Helpers--Installation,

0

Unique to Maintenance

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
Helpers--Installation, Maintenance, and Repair WorkersMaintenance and Repair Workers, General
Find transitions from Helpers--Installation, Maintenance, and Repair WorkersFind transitions from Maintenance and Repair Workers, General