Takeover Tracker
29%medium risk
Agricultural Engineers
vs

79 shared · 13 different

core competencies

32%medium risk
Materials Engineers

Side-by-Side Comparison

MetricAgricultural EngineersMaterials Engineers
Risk Score28.8%31.7%
Risk TierMedium RiskMedium Risk
Risk Percentile33th49th
Tasks at Risk (>50%)3 / 146 / 15
Median Salary$84,630$108,310
Employment2K23K

Skill Comparison

|

Sorted by largest difference

Biology
Chemistry
Building and Construction
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Design
Production and Processing
Public Safety and Security
Science
Controlling Machines and Processes
Communicating with Persons Outside Organization
Systems Evaluation
Monitor Processes, Materials, or Surroundings

Protective Factors

Higher values indicate stronger protection against AI displacement

Agricultural Engineers

33%

total discount

Materials 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.

Materials Engineers

6 of 15 at risk
86%Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.
84%Monitor material performance and evaluate material deterioration.
76%Conduct or supervise tests on raw materials or finished products to ensure their quality.
53%Review new product plans and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.
51%Evaluate technical specifications and economic factors relating to process or product design objectives.

Wage Comparison

Materials Engineers earns +$23,680(+28%) vs Agricultural Engineers
Agricultural EngineersMaterials Engineers
10th
$43,020$68,040
25th
$49,930$85,820
Median
$84,630$108,310
75th
$103,940$138,370
90th
$132,700$172,000

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Agricultural Engineers2028–2035
Materials Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Agricultural Engineers

$60,240

from $84,630

Materials Engineers

$73,987

from $108,310

After adjusting for AI risk, Materials Engineers offers $13,747 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Agricultural

0

Unique to Materials

Combined Protection Strategy

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

Social Intelligence
Decision Complexity
Creativity
Regulatory Barriers
Agricultural EngineersMaterials Engineers
Find transitions from Agricultural EngineersFind transitions from Materials Engineers