medium risk
Photonics Engineersvs
49 shared · 28 different
core competencies
medium risk
Solar Energy Systems EngineersSide-by-Side Comparison
Photonics Engineers leads 4–0| Metric | Photonics Engineers | Solar Energy Systems Engineers |
|---|---|---|
| Risk Score | 32.6% | 33.9% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 54th | 62th |
| Tasks at Risk (>50%) | 4 / 15 | 5 / 13 |
| Median Salary | $117,750 | $117,750 |
| Employment | 151K | 151K |
Skill Comparison
|
Sorted by largest difference
Physics
Processing Information
MathematicsAI-Vulnerable
Engineering and Technology
Computers and Electronics
Analyzing Data or Information
Controlling Machines and Processes
Operations Analysis
Technology DesignAI-Augmented
Documenting/Recording Information
Making Decisions and Solving Problems
Thinking Creatively
Protective Factors
Higher values indicate stronger protection against AI displacement
Photonics Engineers
31%
total discount
Solar Energy Systems Engineers
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Photonics Engineers
4 of 15 at risk85%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.
Solar Energy Systems Engineers
5 of 13 at risk86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.
Wage Comparison
Solar Energy Systems Engineers earns $0(0%) vs Photonics Engineers
Photonics EngineersSolar Energy Systems 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
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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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