Takeover Tracker
29%medium risk
Agricultural Engineers
vs

69 shared · 24 different

core competencies

31%medium risk
Nuclear Engineers

Side-by-Side Comparison

MetricAgricultural EngineersNuclear Engineers
Risk Score28.8%31.3%
Risk TierMedium RiskMedium Risk
Risk Percentile33th46th
Tasks at Risk (>50%)3 / 144 / 15
Median Salary$84,630$127,520
Employment2K15K

Skill Comparison

|

Sorted by largest difference

Biology
Operations Analysis
Monitoring and Controlling Resources
Evaluating Information to Determine Compliance with Standards
Customer and Personal Service
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Science
Updating and Using Relevant Knowledge
Thinking Creatively
Building and Construction
Communicating with Persons Outside Organization
Guiding, Directing, and Motivating Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Agricultural Engineers

33%

total discount

Nuclear 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.

Nuclear Engineers

4 of 15 at risk
86%Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.
75%Prepare environmental impact statements, reports, or presentations for regulatory or other agencies.
74%Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal.
51%Design or direct nuclear research projects to test or modify theoretical models, develop new theoretical models, or discover new uses for current models.
49%Examine accidents to obtain data that can be used to design preventive measures.

Wage Comparison

Nuclear Engineers earns +$42,890(+51%) vs Agricultural Engineers
Agricultural EngineersNuclear Engineers
10th
$43,020$88,290
25th
$49,930$103,010
Median
$84,630$127,520
75th
$103,940$157,600
90th
$132,700$187,430

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Agricultural Engineers2028–2035
Nuclear Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Agricultural Engineers

$60,240

from $84,630

Nuclear Engineers

$87,670

from $127,520

After adjusting for AI risk, Nuclear Engineers offers $27,430 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Agricultural

0

Unique to Nuclear

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Decision Complexity
Creativity
Agricultural EngineersNuclear Engineers
Find transitions from Agricultural EngineersFind transitions from Nuclear Engineers