Takeover Tracker
33%medium risk
Manufacturing Engineers
vs

64 shared · 23 different

core competencies

33%medium risk
Photonics Engineers

Side-by-Side Comparison

MetricManufacturing EngineersPhotonics Engineers
Risk Score32.5%32.6%
Risk TierMedium RiskMedium Risk
Risk Percentile53th54th
Tasks at Risk (>50%)7 / 154 / 15
Median Salary$117,750$117,750
Employment151K151K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Physics
Mechanical
Engineering and Technology
Administration and Management
MonitoringAI-Augmented
Judging the Qualities of Things, Services, or People
MathematicsAI-Vulnerable
Analyzing Data or Information
Systems Evaluation
Operation Monitoring
Time Management

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufacturing Engineers

33%

total discount

Photonics Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Manufacturing Engineers

7 of 15 at risk
86%Prepare documentation for new manufacturing processes or engineering procedures.
86%Evaluate manufactured products according to specifications and quality standards.
73%Prepare reports summarizing information or trends related to manufacturing performance.
51%Investigate or resolve operational problems, such as material use variances or bottlenecks.
51%Review product designs for manufacturability or completeness.

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 $0(0%) vs Manufacturing Engineers
Manufacturing EngineersPhotonics Engineers
10th
$62,840$62,840
25th
$85,750$85,750
Median
$117,750$117,750
75th
$152,670$152,670
90th
$183,510$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Manufacturing Engineers2028–2035
Photonics Engineers2028–2035
20242030203520402045

Manufacturing 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%)

Manufacturing Engineers

$79,458

from $117,750

Photonics Engineers

$79,340

from $117,750

After adjusting for AI risk, Manufacturing Engineers offers $118 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Manufacturing

0

Unique to Photonics

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Decision Complexity
Creativity
Manufacturing EngineersPhotonics Engineers
Find transitions from Manufacturing EngineersFind transitions from Photonics Engineers