Takeover Tracker
19%low risk
Automotive Specialty Technicians
vs

57 shared · 19 different

core competencies

38%medium risk
Engine and Other Machine Assemblers

Side-by-Side Comparison

MetricAutomotive Specialty TechniciansEngine and Other Machine Assemblers
Risk Score18.7%38.2%
Risk TierLow RiskMedium Risk
Risk Percentile5th76th
Tasks at Risk (>50%)4 / 158 / 12
Median Salary$49,670$52,540
Employment689K38K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Handling and Moving Objects
Mechanical
Analyzing Data or Information
Operating Vehicles, Mechanized Devices, or Equipment
Interacting With Computers
Repairing
Extent Flexibility
Selling or Influencing Others
Controlling Machines and Processes
Computers and Electronics
Control Precision

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Specialty Technicians

28%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Specialty Technicians

4 of 15 at risk
74%Estimate costs of vehicle repair.
59%Inspect vehicles for damage and record findings so that necessary repairs can be made.
55%Test electronic computer components in automobiles to ensure proper operation.
53%Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment.
45%Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines.

Engine and Other Machine Assemblers

8 of 12 at risk
84%Read and interpret assembly blueprints or specifications manuals and plan assembly or building operations.
63%Lay out and drill, ream, tap, or cut parts for assembly.
61%Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.
60%Verify conformance of parts to stock lists or blueprints, using measuring instruments, such as calipers, gauges, or micrometers.
59%Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.

Wage Comparison

Engine and Other Machine Assemblers earns +$2,870(+6%) vs Automotive Specialty Technicians
Automotive Specialty TechniciansEngine and Other Machine Assemblers
10th
$33,660$37,950
25th
$38,140$42,790
Median
$49,670$52,540
75th
$65,660$70,050
90th
$80,850$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Specialty Technicians2028–2035
Engine and Other Machine Assemblers2028–2035
20242030203520402045

Automotive Specialty Technicians has a longer runway before significant displacement, projected 0 years later than Engine and Other Machine Assemblers.

Risk-Adjusted Salary

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

Automotive Specialty Technicians

$40,362

from $49,670

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Automotive Specialty Technicians offers $7,882 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Engine

Combined Protection Strategy

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

Decision Complexity
Social Intelligence
Creativity
Fine Manipulation
Automotive Specialty TechniciansEngine and Other Machine Assemblers
Find transitions from Automotive Specialty TechniciansFind transitions from Engine and Other Machine Assemblers