Takeover Tracker

37%medium risk
Mathematicians
vs

59 shared · 11 different

core competencies

Side-by-Side Comparison

MetricMathematiciansRemote Sensing Scientists and Technologists
Risk Score37.0%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile72th64th
Tasks at Risk (>50%)6 / 117 / 15
Median Salary$121,680$117,960
Employment2K23K

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

Mathematicians

29%

total discount

Remote Sensing Scientists and Technologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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

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