Takeover Tracker
34%medium risk
Geodetic Surveyors
vs

54 shared · 32 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricGeodetic SurveyorsSolar Energy Systems Engineers
Risk Score33.8%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile61th62th
Tasks at Risk (>50%)9 / 155 / 13
Median Salary$72,740$117,750
Employment53K151K

Skill Comparison

|

Sorted by largest difference

Processing Information
Documenting/Recording Information
Analyzing Data or Information
Building and Construction
MathematicsAI-Vulnerable
Estimating the Quantifiable Characteristics of Products, Events, or Information
Monitor Processes, Materials, or Surroundings
Flexibility of Closure
Identifying Objects, Actions, and Events
Interacting With Computers
Interpreting the Meaning of Information for Others
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Geodetic Surveyors

31%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Geodetic Surveyors

9 of 15 at risk
87%Verify the mathematical correctness of newly collected survey data.
87%Distribute compiled geodetic data to government agencies or the general public.
85%Maintain databases of geodetic and related information, including coordinate, descriptive, or quality assurance data.
69%Prepare progress or technical reports.
59%Calculate the exact horizontal and vertical position of points on the Earth's surface.

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 +$45,010(+62%) vs Geodetic Surveyors
Geodetic SurveyorsSolar Energy Systems Engineers
10th
$43,680$62,840
25th
$53,590$85,750
Median
$72,740$117,750
75th
$94,550$152,670
90th
$116,330$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Geodetic Surveyors2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Geodetic Surveyors 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%)

Geodetic Surveyors

$48,168

from $72,740

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $29,617 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Geodetic

0

Unique to Solar

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Creativity
Regulatory Barriers
Geodetic SurveyorsSolar Energy Systems Engineers
Find transitions from Geodetic SurveyorsFind transitions from Solar Energy Systems Engineers