Takeover Tracker
31%medium risk
Farm and Ranch Managers
vs

63 shared · 27 different

core competencies

37%medium risk
Environmental Engineering Technicians

Side-by-Side Comparison

MetricFarm and Ranch ManagersEnvironmental Engineering Technicians
Risk Score31.4%36.6%
Risk TierMedium RiskMedium Risk
Risk Percentile47th71th
Tasks at Risk (>50%)8 / 157 / 15
Median Salary$87,980$58,890
Employment6K13K

Skill Comparison

|

Sorted by largest difference

Monitoring and Controlling Resources
Administration and Management
Developing Objectives and Strategies
Production and Processing
Operating Vehicles, Mechanized Devices, or Equipment
Thinking Creatively
Repairing and Maintaining Mechanical Equipment
Controlling Machines and Processes
Handling and Moving Objects
Organizing, Planning, and Prioritizing Work
Performing General Physical Activities
Making Decisions and Solving Problems

Protective Factors

Higher values indicate stronger protection against AI displacement

Farm and Ranch Managers

32%

total discount

Environmental Engineering Technicians

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Farm and Ranch Managers

8 of 15 at risk
86%Maintain financial, operational, production, or employment records for farms or ranches.
80%Monitor activities such as irrigation, chemical application, harvesting, milking, breeding, or grading to ensure adherence to safety regulations or standards.
59%Buy or sell futures contracts or price farm products in advance of future sales to minimize risk or maximize profits.
59%Analyze soil to determine types or quantities of fertilizer required for maximum crop production.
57%Inspect orchards or fields to determine crop maturity or condition or to detect disease or insect infestation.

Environmental Engineering Technicians

7 of 15 at risk
87%Maintain project logbook records or computer program files.
86%Produce environmental assessment reports, tabulating data and preparing charts, graphs, or sketches.
70%Review technical documents to ensure completeness and conformance to requirements.
69%Record laboratory or field data, including numerical data, test results, photographs, or summaries of visual observations.
62%Inspect facilities to monitor compliance with regulations governing substances such as asbestos, lead, or wastewater.

Wage Comparison

Environmental Engineering Technicians earns -$29,090(-33%) vs Farm and Ranch Managers
Farm and Ranch ManagersEnvironmental Engineering Technicians
10th
$51,700$39,670
25th
$67,970$48,250
Median
$87,980$58,890
75th
$115,200$75,290
90th
$156,530$92,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Farm and Ranch Managers2028–2035
Environmental Engineering Technicians2028–2035
20242030203520402045

Farm and Ranch Managers has a longer runway before significant displacement, projected 0 years later than Environmental Engineering Technicians.

Risk-Adjusted Salary

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

Farm and Ranch Managers

$60,381

from $87,980

Environmental Engineering Technicians

$37,330

from $58,890

After adjusting for AI risk, Farm and Ranch Managers offers $23,050 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Farm

0

Unique to Environmental

Combined Protection Strategy

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

Decision Complexity
Regulatory Barriers
Creativity
Social Intelligence
Farm and Ranch ManagersEnvironmental Engineering Technicians
Find transitions from Farm and Ranch ManagersFind transitions from Environmental Engineering Technicians