Takeover Tracker
32%medium risk
Photonics Technicians
vs

73 shared · 7 different

core competencies

30%medium risk
Automotive Engineering Technicians

Side-by-Side Comparison

MetricPhotonics TechniciansAutomotive Engineering Technicians
Risk Score31.8%29.7%
Risk TierMedium RiskMedium Risk
Risk Percentile50th37th
Tasks at Risk (>50%)5 / 156 / 15
Median Salary$77,390$68,730
Employment64K37K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Performing General Physical Activities
Customer and Personal Service
Repairing and Maintaining Electronic Equipment
Mechanical
Handling and Moving Objects
Scheduling Work and Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Photonics Technicians

28%

total discount

Automotive Engineering Technicians

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Photonics Technicians

5 of 15 at risk
86%Document procedures, such as calibration of optical or fiber optic equipment.
86%Monitor mechanical factors, such as turbine load or strain information.
68%Compute or record photonic test data.
53%Assist scientists or engineers in the conduct of photonic experiments.
51%Perform diagnostic analyses of processing steps, using analytical or metrological tools, such as microscopy, profilometry, or ellipsometry devices.

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.

Wage Comparison

Automotive Engineering Technicians earns -$8,660(-11%) vs Photonics Technicians
Photonics TechniciansAutomotive Engineering Technicians
10th
$47,010$46,940
25th
$59,700$57,330
Median
$77,390$68,730
75th
$97,760$82,980
90th
$114,630$100,890

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Photonics Technicians2028–2035
Automotive Engineering Technicians2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Photonics Technicians

$52,788

from $77,390

Automotive Engineering Technicians

$48,324

from $68,730

After adjusting for AI risk, Photonics Technicians offers $4,464 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Photonics

0

Unique to Automotive

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Decision Complexity
Photonics TechniciansAutomotive Engineering Technicians
Find transitions from Photonics TechniciansFind transitions from Automotive Engineering Technicians