Takeover Tracker
29%medium risk
Physicists
vs

41 shared · 37 different

core competencies

Side-by-Side Comparison

MetricPhysicistsRemote Sensing Scientists and Technologists
Risk Score29.3%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile35th64th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$166,290$117,960
Employment21K23K

Skill Comparison

|

Sorted by largest difference

Physics
Originality
Number Facility
Speed of Closure
Engineering and Technology
Mathematical Reasoning
Science
MathematicsAI-Vulnerable
ProgrammingAI-Vulnerable
Learning Strategies
Active LearningAI-Augmented
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Physicists

34%

total discount

Remote Sensing Scientists and Technologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Physicists

6 of 15 at risk
76%Direct testing and monitoring of contamination of radioactive equipment, and recording of personnel and plant area radiation exposure data.
53%Write research proposals to receive funding.
53%Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.
52%Design computer simulations to model physical data so that it can be better understood.
51%Analyze data from research conducted to detect and measure physical phenomena.

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 -$48,330(-29%) vs Physicists
PhysicistsRemote Sensing Scientists and Technologists
10th
$80,020$61,990
25th
$117,450$82,450
Median
$166,290$117,960
75th
$210,260$154,900
90th
$239,200$191,880

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Physicists20282035
Remote Sensing Scientists and Technologists20282035
20242030203520402045

Physicists 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%)

Physicists

$117,534

from $166,290

Remote Sensing Scientists and Technologists

$77,370

from $117,960

After adjusting for AI risk, Physicists offers $40,164 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Physicists

0

Unique to Remote

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Regulatory Barriers
PhysicistsRemote Sensing Scientists and Technologists