Takeover Tracker
31%medium risk
Set and Exhibit Designers
vs

63 shared · 26 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricSet and Exhibit DesignersSolar Energy Systems Engineers
Risk Score31.0%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile44th62th
Tasks at Risk (>50%)5 / 155 / 13
Median Salary$66,280$117,750
Employment11K151K

Skill Comparison

|

Sorted by largest difference

Thinking Creatively
Operations Analysis
Organizing, Planning, and Prioritizing Work
Engineering and Technology
Visualization
Communications and Media
Physics
Establishing and Maintaining Interpersonal Relationships
Scheduling Work and Activities
Evaluating Information to Determine Compliance with Standards
Design
Coordinating the Work and Activities of Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Set and Exhibit Designers

35%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Set and Exhibit Designers

5 of 15 at risk
59%Research architectural and stylistic elements appropriate to the time period to be depicted, consulting experts for information as necessary.
53%Develop set designs based on evaluation of scripts, budgets, research information, and available locations.
52%Examine objects to be included in exhibits in order to plan where and how to display them.
51%Prepare rough drafts and scale working drawings of sets, including floor plans, scenery, and properties to be constructed.
51%Select set props such as furniture, pictures, lamps, and rugs.

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 +$51,470(+78%) vs Set and Exhibit Designers
Set and Exhibit DesignersSolar Energy Systems Engineers
10th
$35,990$62,840
25th
$48,920$85,750
Median
$66,280$117,750
75th
$100,020$152,670
90th
$129,420$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Set and Exhibit Designers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Set and Exhibit 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%)

Set and Exhibit Designers

$45,760

from $66,280

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $32,026 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Set

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
Set and Exhibit DesignersSolar Energy Systems Engineers
Find transitions from Set and Exhibit DesignersFind transitions from Solar Energy Systems Engineers