Takeover Tracker
32%medium risk
Soil and Water Conservationists
vs

72 shared · 16 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricSoil and Water ConservationistsSolar Energy Systems Engineers
Risk Score31.9%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile50th62th
Tasks at Risk (>50%)4 / 155 / 13
Median Salary$67,950$117,750
Employment26K151K

Skill Comparison

|

Sorted by largest difference

Customer and Personal Service
Performing for or Working Directly with the Public
Establishing and Maintaining Interpersonal Relationships
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Engineering and Technology
Monitor Processes, Materials, or Surroundings
Communicating with Persons Outside Organization
Resolving Conflicts and Negotiating with Others
Building and Construction
Mechanical
Design
Operations Analysis

Protective Factors

Higher values indicate stronger protection against AI displacement

Soil and Water Conservationists

32%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Soil and Water Conservationists

4 of 15 at risk
84%Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.
57%Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.
55%Develop soil maps.
51%Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.
49%Monitor projects during or after construction to ensure projects conform to design specifications.

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 +$49,800(+73%) vs Soil and Water Conservationists
Soil and Water ConservationistsSolar Energy Systems Engineers
10th
$45,260$62,840
25th
$53,190$85,750
Median
$67,950$117,750
75th
$87,980$152,670
90th
$107,720$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Soil and Water Conservationists2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Soil and Water Conservationists 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%)

Soil and Water Conservationists

$46,288

from $67,950

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $31,498 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Soil

0

Unique to Solar

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Creativity
Decision Complexity
Soil and Water ConservationistsSolar Energy Systems Engineers
Find transitions from Soil and Water ConservationistsFind transitions from Solar Energy Systems Engineers