Takeover Tracker
29%medium risk
Agricultural Engineers
vs

71 shared · 25 different

core competencies

32%medium risk
Soil and Water Conservationists

Side-by-Side Comparison

MetricAgricultural EngineersSoil and Water Conservationists
Risk Score28.8%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile33th50th
Tasks at Risk (>50%)3 / 144 / 15
Median Salary$84,630$67,950
Employment2K26K

Skill Comparison

|

Sorted by largest difference

Engineering and Technology
Physics
MathematicsAI-Vulnerable
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Mechanical
Design
Food Production
Analyzing Data or Information
Processing Information
Thinking Creatively
Interacting With Computers
Computers and Electronics

Protective Factors

Higher values indicate stronger protection against AI displacement

Agricultural Engineers

33%

total discount

Soil and Water Conservationists

32%

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.

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.

Wage Comparison

Soil and Water Conservationists earns -$16,680(-20%) vs Agricultural Engineers
Agricultural EngineersSoil and Water Conservationists
10th
$43,020$45,260
25th
$49,930$53,190
Median
$84,630$67,950
75th
$103,940$87,980
90th
$132,700$107,720

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Agricultural Engineers2028–2035
Soil and Water Conservationists2028–2035
20242030203520402045

Agricultural Engineers has a longer runway before significant displacement, projected 0 years later than Soil and Water Conservationists.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Agricultural Engineers

$60,240

from $84,630

Soil and Water Conservationists

$46,288

from $67,950

After adjusting for AI risk, Agricultural Engineers offers $13,952 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Agricultural

0

Unique to Soil

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Creativity
Social Intelligence
Agricultural EngineersSoil and Water Conservationists
Find transitions from Agricultural EngineersFind transitions from Soil and Water Conservationists