Takeover Tracker
29%medium risk
Agricultural Engineers
vs

80 shared · 10 different

core competencies

30%medium risk
Energy Engineers

Side-by-Side Comparison

MetricAgricultural EngineersEnergy Engineers
Risk Score28.8%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile33th36th
Tasks at Risk (>50%)3 / 147 / 15
Median Salary$84,630$117,750
Employment2K151K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Design
Computers and Electronics
Physics
Economics and Accounting
Chemistry
Performing for or Working Directly with the Public
MathematicsAI-Vulnerable
Customer and Personal Service
Science

Protective Factors

Higher values indicate stronger protection against AI displacement

Agricultural Engineers

33%

total discount

Energy Engineers

31%

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.

Energy Engineers

7 of 15 at risk
88%Verify energy bills and meter readings.
86%Prepare energy-related project reports or related documentation.
52%Monitor and analyze energy consumption.
51%Identify and recommend energy savings strategies to achieve more energy-efficient operation.
51%Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.

Wage Comparison

Energy Engineers earns +$33,120(+39%) vs Agricultural Engineers
Agricultural EngineersEnergy 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
Energy Engineers2028–2035
20242030203520402045

Agricultural Engineers has a longer runway before significant displacement, projected 0 years later than Energy Engineers.

Risk-Adjusted Salary

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

Agricultural Engineers

$60,240

from $84,630

Energy Engineers

$82,931

from $117,750

After adjusting for AI risk, Energy Engineers offers $22,692 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Agricultural

0

Unique to Energy

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Social Intelligence
Creativity
Agricultural EngineersEnergy Engineers
Find transitions from Agricultural EngineersFind transitions from Energy Engineers