Takeover Tracker
33%medium risk
Photonics Engineers
vs

56 shared · 16 different

core competencies

35%medium risk
Computer Hardware Engineers

Side-by-Side Comparison

MetricPhotonics EngineersComputer Hardware Engineers
Risk Score32.6%34.6%
Risk TierMedium RiskMedium Risk
Risk Percentile54th65th
Tasks at Risk (>50%)4 / 158 / 15
Median Salary$117,750$155,020
Employment151K76K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Mathematical Reasoning
MathematicsAI-Vulnerable
Technology DesignAI-Augmented
Controlling Machines and Processes
Design
Number Facility
Repairing and Maintaining Electronic Equipment
Mechanical
Physics
Originality
Interacting With Computers

Protective Factors

Higher values indicate stronger protection against AI displacement

Photonics Engineers

31%

total discount

Computer Hardware Engineers

29%

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.

Computer Hardware Engineers

8 of 15 at risk
73%Write detailed functional specifications that document the hardware development process and support hardware introduction.
66%Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
53%Evaluate factors such as reporting formats required, cost constraints, and need for security restrictions to determine hardware configuration.
51%Design and develop computer hardware and support peripherals, including central processing units (CPUs), support logic, microprocessors, custom integrated circuits, and printers and disk drives.
51%Analyze information to determine, recommend, and plan layout, including type of computers and peripheral equipment modifications.

Wage Comparison

Computer Hardware Engineers earns +$37,270(+32%) vs Photonics Engineers
Photonics EngineersComputer Hardware Engineers
10th
$62,840$85,430
25th
$85,750$115,500
Median
$117,750$155,020
75th
$152,670$185,380
90th
$183,510$223,820

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Photonics Engineers2028–2035
Computer Hardware Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Photonics Engineers

$79,340

from $117,750

Computer Hardware Engineers

$101,368

from $155,020

After adjusting for AI risk, Computer Hardware Engineers offers $22,028 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Photonics

0

Unique to Computer

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Social Intelligence
Photonics EngineersComputer Hardware Engineers
Find transitions from Photonics EngineersFind transitions from Computer Hardware Engineers