Takeover Tracker
31%medium risk
Architects, Except Landscape and Naval
vs

45 shared · 50 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricArchitects, Except Landscape and NavalSolar Energy Systems Engineers
Risk Score31.3%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile47th62th
Tasks at Risk (>50%)6 / 155 / 13
Median Salary$96,690$117,750
Employment111K151K

Skill Comparison

|

Sorted by largest difference

Operations Analysis
Visualization
Thinking Creatively
Design
Building and Construction
Customer and Personal Service
Resolving Conflicts and Negotiating with Others
Organizing, Planning, and Prioritizing Work
Coordinating the Work and Activities of Others
Communicating with Persons Outside Organization
Scheduling Work and Activities
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Architects, Except Landscape and Naval

35%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Architects, Except Landscape and Naval

6 of 15 at risk
73%Prepare contract documents for building contractors.
72%Prepare information regarding design, structure specifications, materials, color, equipment, estimated costs, or construction time.
69%Administer construction contracts.
55%Plan layouts of structural architectural projects.
55%Prepare scale drawings or architectural designs, using computer-aided design or other tools.

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 +$21,060(+22%) vs Architects, Except Landscape and Naval
Architects, Except Landscape and NavalSolar Energy Systems Engineers
10th
$60,510$62,840
25th
$76,110$85,750
Median
$96,690$117,750
75th
$123,300$152,670
90th
$159,800$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Architects, Except Landscape and Naval2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Architects, Except Landscape and Naval 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%)

Architects, Except Landscape and Naval

$66,445

from $96,690

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $11,340 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Architects,

0

Unique to Solar

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Architects, Except Landscape and NavalSolar Energy Systems Engineers
Find transitions from Architects, Except Landscape and NavalFind transitions from Solar Energy Systems Engineers