Takeover Tracker
34%medium risk
Remote Sensing Scientists and Technologists
vs

59 shared · 11 different

core competencies

37%medium risk
Mathematicians

Side-by-Side Comparison

MetricRemote Sensing Scientists and TechnologistsMathematicians
Risk Score34.4%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile64th72th
Tasks at Risk (>50%)7 / 156 / 11
Median Salary$117,960$121,680
Employment23K2K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Mathematical Reasoning
MathematicsAI-Vulnerable
Number Facility
Active LearningAI-Augmented
Operations Analysis
MonitoringAI-Augmented
Evaluating Information to Determine Compliance with Standards
Originality
Engineering and Technology
Monitor Processes, Materials, or Surroundings

Protective Factors

Higher values indicate stronger protection against AI displacement

Remote Sensing Scientists and Technologists

30%

total discount

Mathematicians

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Mathematicians

6 of 11 at risk
87%Perform computations and apply methods of numerical analysis to data.
54%Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
52%Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
51%Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
51%Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.

Wage Comparison

Mathematicians earns +$3,720(+3%) vs Remote Sensing Scientists and Technologists
Remote Sensing Scientists and TechnologistsMathematicians
10th
$61,990$63,430
25th
$82,450$85,720
Median
$117,960$121,680
75th
$154,900$153,340
90th
$191,880$187,660

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Remote Sensing Scientists and Technologists2028–2035
Mathematicians2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Remote Sensing Scientists and Technologists

$77,370

from $117,960

Mathematicians

$76,658

from $121,680

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $712 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Remote

0

Unique to Mathematicians

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Decision Complexity
Remote Sensing Scientists and TechnologistsMathematicians
Find transitions from Remote Sensing Scientists and TechnologistsFind transitions from Mathematicians