Takeover Tracker
33%medium risk
Photonics Engineers
vs

67 shared · 12 different

core competencies

31%medium risk
Fuel Cell Engineers

Side-by-Side Comparison

MetricPhotonics EngineersFuel Cell Engineers
Risk Score32.6%30.5%
Risk TierMedium RiskMedium Risk
Risk Percentile54th42th
Tasks at Risk (>50%)4 / 156 / 15
Median Salary$117,750$102,320
Employment151K287K

Skill Comparison

|

Sorted by largest difference

Chemistry
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Developing Objectives and Strategies
Controlling Machines and Processes
Processing Information
Active LearningAI-Augmented
Organizing, Planning, and Prioritizing Work
Originality
MathematicsAI-Vulnerable
Deductive Reasoning
Computers and Electronics
Category Flexibility

Protective Factors

Higher values indicate stronger protection against AI displacement

Photonics Engineers

31%

total discount

Fuel Cell Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Photonics Engineers

4 of 15 at risk
85%Document photonics system or component design processes, including objectives, issues, or outcomes.
57%Write reports or proposals related to photonics research or development projects.
53%Design, integrate, or test photonics systems or components.
51%Conduct research on new photonics technologies.
49%Conduct testing to determine functionality or optimization or to establish limits of photonics systems or components.

Fuel Cell Engineers

6 of 15 at risk
86%Calculate the efficiency or power output of a fuel cell system or process.
76%Authorize release of fuel cell parts, components, or subsystems for production.
55%Simulate or model fuel cell, motor, or other system information, using simulation software programs.
52%Write technical reports or proposals related to engineering projects.
51%Define specifications for fuel cell materials.

Wage Comparison

Fuel Cell Engineers earns -$15,430(-13%) vs Photonics Engineers
Photonics EngineersFuel Cell Engineers
10th
$62,840$68,740
25th
$85,750$81,800
Median
$117,750$102,320
75th
$152,670$130,290
90th
$183,510$161,240

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Photonics Engineers2028–2035
Fuel Cell Engineers2028–2035
20242030203520402045

Fuel Cell Engineers has a longer runway before significant displacement, projected 0 years later than Photonics Engineers.

Risk-Adjusted Salary

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

Photonics Engineers

$79,340

from $117,750

Fuel Cell Engineers

$71,112

from $102,320

After adjusting for AI risk, Photonics Engineers offers $8,228 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Photonics

0

Unique to Fuel

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Social Intelligence
Photonics EngineersFuel Cell Engineers
Find transitions from Photonics EngineersFind transitions from Fuel Cell Engineers