Takeover Tracker
29%medium risk
Agricultural Engineers
vs

57 shared · 31 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricAgricultural EngineersSolar Energy Systems Engineers
Risk Score28.8%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile33th62th
Tasks at Risk (>50%)3 / 145 / 13
Median Salary$84,630$117,750
Employment2K151K

Skill Comparison

|

Sorted by largest difference

Processing Information
Chemistry
Physics
Monitor Processes, Materials, or Surroundings
Inspecting Equipment, Structures, or Material
Analyzing Data or Information
MathematicsAI-Vulnerable
Making Decisions and Solving Problems
Engineering and Technology
Identifying Objects, Actions, and Events
Computers and Electronics
Systems Evaluation

Protective Factors

Higher values indicate stronger protection against AI displacement

Agricultural Engineers

33%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Agricultural Engineers

3 of 14 at risk
72%Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems.
53%Design food processing plants and related mechanical systems.
51%Design agricultural machinery components and equipment, using computer-aided design (CAD) technology.
49%Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources.
47%Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life.

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 +$33,120(+39%) vs Agricultural Engineers
Agricultural EngineersSolar Energy Systems Engineers
10th
$43,020$62,840
25th
$49,930$85,750
Median
$84,630$117,750
75th
$103,940$152,670
90th
$132,700$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Agricultural Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Agricultural 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%)

Agricultural Engineers

$60,240

from $84,630

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $17,546 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Agricultural

0

Unique to Solar

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Social Intelligence
Creativity
Agricultural EngineersSolar Energy Systems Engineers
Find transitions from Agricultural EngineersFind transitions from Solar Energy Systems Engineers