Takeover Tracker
27%medium risk
Natural Sciences Managers
vs

54 shared · 27 different

core competencies

34%medium risk
Remote Sensing Scientists and Technologists

Side-by-Side Comparison

MetricNatural Sciences ManagersRemote Sensing Scientists and Technologists
Risk Score27.3%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile26th64th
Tasks at Risk (>50%)3 / 157 / 15
Median Salary$161,180$117,960
Employment101K23K

Skill Comparison

|

Sorted by largest difference

Geography
Physics
Customer and Personal Service
Interacting With Computers
Management of Personnel Resources
Computers and Electronics
Administration and Management
Chemistry
Law and Government
Communicating with Persons Outside Organization
MathematicsAI-Vulnerable
Speech Clarity

Protective Factors

Higher values indicate stronger protection against AI displacement

Natural Sciences Managers

32%

total discount

Remote Sensing Scientists and Technologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Natural Sciences Managers

3 of 15 at risk
84%Prepare and administer budgets, approve and review expenditures, and prepare financial reports.
53%Conduct own research in field of expertise.
52%Prepare project proposals.
49%Design or coordinate successive phases of problem analysis, solution proposals, or testing.
47%Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement.

Remote Sensing Scientists and Technologists

7 of 15 at risk
86%Process aerial or satellite imagery to create products such as land cover maps.
64%Organize and maintain geospatial data and associated documentation.
55%Manage or analyze data obtained from remote sensing systems to obtain meaningful results.
55%Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).
55%Apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.

Wage Comparison

Remote Sensing Scientists and Technologists earns -$43,220(-27%) vs Natural Sciences Managers
Natural Sciences ManagersRemote Sensing Scientists and Technologists
10th
$79,830$61,990
25th
$114,110$82,450
Median
$161,180$117,960
75th
$214,820$154,900
90th
$239,200$191,880

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Natural Sciences Managers2028–2035
Remote Sensing Scientists and Technologists2028–2035
20242030203520402045

Natural Sciences Managers has a longer runway before significant displacement, projected 0 years later than Remote Sensing Scientists and Technologists.

Risk-Adjusted Salary

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

Natural Sciences Managers

$117,258

from $161,180

Remote Sensing Scientists and Technologists

$77,370

from $117,960

After adjusting for AI risk, Natural Sciences Managers offers $39,888 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Natural

0

Unique to Remote

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Regulatory Barriers
Creativity
Natural Sciences ManagersRemote Sensing Scientists and Technologists
Find transitions from Natural Sciences ManagersFind transitions from Remote Sensing Scientists and Technologists