Takeover Tracker
35%medium risk
Manufacturing Engineering Technologists
vs

68 shared · 19 different

core competencies

33%medium risk
Photonics Engineers

Side-by-Side Comparison

MetricManufacturing Engineering TechnologistsPhotonics Engineers
Risk Score34.7%32.6%
Risk TierMedium RiskMedium Risk
Risk Percentile65th54th
Tasks at Risk (>50%)7 / 154 / 15
Median Salary$77,390$117,750
Employment64K151K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Mechanical
Physics
Computers and Electronics
Administration and Management
Customer and Personal Service
WritingAI-Augmented
Monitor Processes, Materials, or Surroundings
Analyzing Data or Information
Engineering and Technology
Repairing and Maintaining Mechanical Equipment
English Language

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufacturing Engineering Technologists

33%

total discount

Photonics Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Manufacturing Engineering Technologists

7 of 15 at risk
86%Verify weights, measurements, counts, or calculations and record results on batch records.
85%Estimate manufacturing costs.
84%Plan, estimate, or schedule production work.
75%Ensure adherence to safety rules and practices.
53%Develop or maintain programs associated with automated production equipment.

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 +$40,360(+52%) vs Manufacturing Engineering Technologists
Manufacturing Engineering TechnologistsPhotonics Engineers
10th
$47,010$62,840
25th
$59,700$85,750
Median
$77,390$117,750
75th
$97,760$152,670
90th
$114,630$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Manufacturing Engineering Technologists2028–2035
Photonics Engineers2028–2035
20242030203520402045

Photonics Engineers has a longer runway before significant displacement, projected 0 years later than Manufacturing Engineering Technologists.

Risk-Adjusted Salary

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

Manufacturing Engineering Technologists

$50,512

from $77,390

Photonics Engineers

$79,340

from $117,750

After adjusting for AI risk, Photonics Engineers offers $28,827 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
Fine Manipulation
Regulatory Barriers
Creativity
Manufacturing Engineering TechnologistsPhotonics Engineers
Find transitions from Manufacturing Engineering TechnologistsFind transitions from Photonics Engineers