Takeover Tracker
25%low risk
Range Managers
vs

75 shared · 15 different

core competencies

Side-by-Side Comparison

MetricRange ManagersEnvironmental Restoration Planners
Risk Score24.5%31.9%
Risk TierLow RiskMedium Risk
Risk Percentile18th51th
Tasks at Risk (>50%)5 / 157 / 15
Median Salary$67,950$80,060
Employment26K85K

Skill Comparison

|

Sorted by largest difference

Resolving Conflicts and Negotiating with Others
Performing for or Working Directly with the Public
Establishing and Maintaining Interpersonal Relationships
Evaluating Information to Determine Compliance with Standards
Performing General Physical Activities
Handling and Moving Objects
Customer and Personal Service
Biology
Documenting/Recording Information
Operating Vehicles, Mechanized Devices, or Equipment
Operations Analysis
NegotiationAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Range Managers

34%

total discount

Environmental Restoration Planners

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Range Managers

5 of 15 at risk
77%Regulate grazing (e.g., by issuing permits and checking for compliance with standards), and help ranchers plan and organize grazing systems in order to manage, improve and protect rangelands and maximize their use.
53%Study grazing patterns to determine number and kind of livestock that can be most profitably grazed and to determine the best grazing seasons.
51%Study rangeland management practices and research range problems to provide sustained production of forage, livestock, and wildlife.
51%Tailor conservation plans to landowners' goals, such as livestock support, wildlife, or recreation.
51%Study forage plants and their growth requirements to determine varieties best suited to particular range.

Environmental Restoration Planners

7 of 15 at risk
84%Develop environmental restoration project schedules and budgets.
84%Apply for permits required for the implementation of environmental remediation projects.
78%Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.
55%Write grants to obtain funding for restoration projects.
51%Collect and analyze data to determine environmental conditions and restoration needs.

Wage Comparison

Environmental Restoration Planners earns +$12,110(+18%) vs Range Managers
Range ManagersEnvironmental Restoration Planners
10th
$45,260$50,130
25th
$53,190$62,090
Median
$67,950$80,060
75th
$87,980$103,730
90th
$107,720$134,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Range Managers20282035
Environmental Restoration Planners20282035
20242030203520402045

Range Managers has a longer runway before significant displacement, projected 0 years later than Environmental Restoration Planners.

Risk-Adjusted Salary

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

Range Managers

$51,289

from $67,950

Environmental Restoration Planners

$54,505

from $80,060

After adjusting for AI risk, Environmental Restoration Planners offers $3,216 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Range

0

Unique to Environmental

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Creativity
Decision Complexity
Range ManagersEnvironmental Restoration Planners