Takeover Tracker
30%medium risk
Automotive Engineering Technicians
vs

70 shared · 21 different

core competencies

26%medium risk
Medical Equipment Repairers

Side-by-Side Comparison

MetricAutomotive Engineering TechniciansMedical Equipment Repairers
Risk Score29.7%26.1%
Risk TierMedium RiskMedium Risk
Risk Percentile37th22th
Tasks at Risk (>50%)6 / 154 / 15
Median Salary$68,730$62,630
Employment37K61K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Engineering and Technology
Operating Vehicles, Mechanized Devices, or Equipment
Physics
Evaluating Information to Determine Compliance with Standards
Equipment MaintenanceAI-Resistant
Identifying Objects, Actions, and Events
Troubleshooting
Assisting and Caring for Others
Repairing
Repairing and Maintaining Electronic Equipment
Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineering Technicians

30%

total discount

Medical Equipment Repairers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Engineering Technicians

6 of 15 at risk
86%Order new test equipment, supplies, or replacement parts.
85%Monitor computer-controlled test equipment, according to written or verbal instructions.
69%Read and interpret blueprints, schematics, work specifications, drawings, or charts.
63%Document test results, using cameras, spreadsheets, documents, or other tools.
53%Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability.

Medical Equipment Repairers

4 of 15 at risk
87%Keep records of maintenance, repair, and required updates of equipment.
86%Research catalogs or repair part lists to locate sources for repair parts, requisitioning parts and recording their receipt.
51%Contribute expertise to develop medical maintenance standard operating procedures.
50%Evaluate technical specifications to identify equipment or systems best suited for intended use and possible purchase, based on specifications, user needs, or technical requirements.
47%Perform preventive maintenance or service, such as cleaning, lubricating, or adjusting equipment.

Wage Comparison

Medical Equipment Repairers earns -$6,100(-9%) vs Automotive Engineering Technicians
Automotive Engineering TechniciansMedical Equipment Repairers
10th
$46,940$39,060
25th
$57,330$48,100
Median
$68,730$62,630
75th
$82,980$79,440
90th
$100,890$99,290

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineering Technicians2028–2035
Medical Equipment Repairers2028–2035
20242030203520402045

Medical Equipment Repairers has a longer runway before significant displacement, projected 0 years later than Automotive Engineering Technicians.

Risk-Adjusted Salary

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

Automotive Engineering Technicians

$48,324

from $68,730

Medical Equipment Repairers

$46,277

from $62,630

After adjusting for AI risk, Automotive Engineering Technicians offers $2,047 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Medical

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Regulatory Barriers
Creativity
Automotive Engineering TechniciansMedical Equipment Repairers
Find transitions from Automotive Engineering TechniciansFind transitions from Medical Equipment Repairers