Takeover Tracker
31%medium risk
Marine Architects
vs

47 shared · 29 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricMarine ArchitectsSolar Energy Systems Engineers
Risk Score30.8%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile43th62th
Tasks at Risk (>50%)3 / 85 / 13
Median Salary$105,670$117,750
Employment8K151K

Skill Comparison

|

Sorted by largest difference

Operations Analysis
Physics
MathematicsAI-Vulnerable
Monitoring and Controlling Resources
Visualization
Engineering and Technology
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
MathematicsAI-Vulnerable
Computers and Electronics
Design
Selling or Influencing Others
Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Marine Architects

30%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Marine Architects

3 of 8 at risk
51%Conduct analyses of ships, such as stability, structural, weight, or vibration analyses.
51%Conduct stability analyses of ships.
51%Design layout of craft interior, including cargo space, passenger compartments, ladder wells, and elevators.
49%Study design proposals and specifications to establish basic characteristics of craft, such as size, weight, speed, propulsion, displacement, and draft.
47%Design complete hull and superstructure according to specifications and test data, in conformity with standards of safety, efficiency, and economy.

Solar Energy Systems Engineers

5 of 13 at risk
86%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 +$12,080(+11%) vs Marine Architects
Marine ArchitectsSolar Energy Systems Engineers
10th
$79,700$62,840
25th
$88,480$85,750
Median
$105,670$117,750
75th
$133,780$152,670
90th
$167,660$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Marine Architects2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Marine Architects has a longer runway before significant displacement, projected 0 years later than Solar Energy Systems Engineers.

Risk-Adjusted Salary

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

Marine Architects

$73,103

from $105,670

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $4,683 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Marine

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Social Intelligence
Marine ArchitectsSolar Energy Systems Engineers
Find transitions from Marine ArchitectsFind transitions from Solar Energy Systems Engineers
Marine Architects vs Solar Energy Systems Engineers AI Risk — Takeover Tracker