Takeover Tracker
33%medium risk
Interior Designers
vs

54 shared · 31 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricInterior DesignersSolar Energy Systems Engineers
Risk Score33.3%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile59th62th
Tasks at Risk (>50%)5 / 155 / 13
Median Salary$63,490$117,750
Employment70K151K

Skill Comparison

|

Sorted by largest difference

Design
Customer and Personal Service
Thinking Creatively
Engineering and Technology
Coordinating the Work and Activities of Others
Communicating with Persons Outside Organization
Visual Color Discrimination
Selling or Influencing Others
Organizing, Planning, and Prioritizing Work
Establishing and Maintaining Interpersonal Relationships
Public Safety and Security
Visualization

Protective Factors

Higher values indicate stronger protection against AI displacement

Interior Designers

33%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Interior Designers

5 of 15 at risk
84%Research health and safety code requirements to inform design.
78%Review and detail shop drawings for construction plans.
78%Subcontract fabrication, installation, and arrangement of carpeting, fixtures, accessories, draperies, paint and wall coverings, art work, furniture, and related items.
75%Use computer-aided drafting (CAD) and related software to produce construction documents.
53%Research and explore the use of new materials, technologies, and products to incorporate into designs.

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 +$54,260(+85%) vs Interior Designers
Interior DesignersSolar Energy Systems Engineers
10th
$38,480$62,840
25th
$49,770$85,750
Median
$63,490$117,750
75th
$80,830$152,670
90th
$106,090$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Interior Designers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Interior Designers 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%)

Interior Designers

$42,335

from $63,490

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $35,451 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Interior

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
Interior DesignersSolar Energy Systems Engineers
Find transitions from Interior DesignersFind transitions from Solar Energy Systems Engineers