Takeover Tracker
34%medium risk
Marine Engineers
vs

58 shared · 27 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricMarine EngineersSolar Energy Systems Engineers
Risk Score33.5%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile60th62th
Tasks at Risk (>50%)7 / 155 / 13
Median Salary$105,670$117,750
Employment8K151K

Skill Comparison

|

Sorted by largest difference

Mechanical
Operations Analysis
Physics
Inspecting Equipment, Structures, or Material
Building and Construction
Troubleshooting
Interpreting the Meaning of Information for Others
Monitor Processes, Materials, or Surroundings
Management of Personnel Resources
Public Safety and Security
Information OrderingAI-Vulnerable
Visualization

Protective Factors

Higher values indicate stronger protection against AI displacement

Marine Engineers

32%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Marine Engineers

7 of 15 at risk
86%Maintain records of engineering department activities, including expense records and details of equipment maintenance and repairs.
84%Procure materials needed to repair marine equipment and machinery.
78%Perform monitoring activities to ensure that ships comply with international regulations and standards for life-saving equipment and pollution preventatives.
76%Investigate and observe tests on machinery and equipment for compliance with standards.
70%Prepare technical reports for use by engineering, management, or sales personnel.

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 Engineers
Marine EngineersSolar 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 Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Marine Engineers 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 Engineers

$70,218

from $105,670

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $7,568 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

Decision Complexity
Social Intelligence
Regulatory Barriers
Creativity
Marine EngineersSolar Energy Systems Engineers
Find transitions from Marine EngineersFind transitions from Solar Energy Systems Engineers