Takeover Tracker
29%medium risk
Biomedical Engineers
vs

63 shared · 23 different

core competencies

33%medium risk
Photonics Engineers

Side-by-Side Comparison

MetricBiomedical EngineersPhotonics Engineers
Risk Score28.8%32.6%
Risk TierMedium RiskMedium Risk
Risk Percentile33th54th
Tasks at Risk (>50%)4 / 154 / 15
Median Salary$106,950$117,750
Employment22K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Developing Objectives and Strategies
Administration and Management
Developing and Building Teams
Judgment and Decision MakingAI-Augmented
Judging the Qualities of Things, Services, or People
Coordinating the Work and Activities of Others
English Language
Organizing, Planning, and Prioritizing Work
Complex Problem SolvingAI-Resistant
Monitor Processes, Materials, or Surroundings
Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Biomedical Engineers

35%

total discount

Photonics Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Biomedical Engineers

4 of 15 at risk
86%Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.
55%Diagnose and interpret bioelectric data, using signal processing techniques.
51%Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.
51%Research new materials to be used for products, such as implanted artificial organs.
50%Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.

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.

Wage Comparison

Photonics Engineers earns +$10,800(+10%) vs Biomedical Engineers
Biomedical EngineersPhotonics Engineers
10th
$71,860$62,840
25th
$86,630$85,750
Median
$106,950$117,750
75th
$133,570$152,670
90th
$165,060$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biomedical Engineers2028–2035
Photonics Engineers2028–2035
20242030203520402045

Biomedical 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%)

Biomedical Engineers

$76,180

from $106,950

Photonics Engineers

$79,340

from $117,750

After adjusting for AI risk, Photonics Engineers offers $3,159 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biomedical

0

Unique to Photonics

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Decision Complexity
Social Intelligence
Biomedical EngineersPhotonics Engineers
Find transitions from Biomedical EngineersFind transitions from Photonics Engineers