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

50 shared · 20 different

core competencies

45%medium risk
Remote Sensing Technicians

Side-by-Side Comparison

MetricRemote Sensing Scientists and TechnologistsRemote Sensing Technicians
Risk Score34.4%44.8%
Risk TierMedium RiskMedium Risk
Risk Percentile64th91th
Tasks at Risk (>50%)7 / 1512 / 15
Median Salary$117,960$60,130
Employment23K71K

Skill Comparison

|

Sorted by largest difference

Science
English Language
Interpreting the Meaning of Information for Others
Production and Processing
Documenting/Recording Information
WritingAI-Augmented
MathematicsAI-Vulnerable
Written Comprehension
Customer and Personal Service
Systems Evaluation
Analyzing Data or Information
Reading ComprehensionAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Remote Sensing Scientists and Technologists

30%

total discount

Remote Sensing Technicians

28%

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.

Remote Sensing Technicians

12 of 15 at risk
87%Merge scanned images or build photo mosaics of large areas, using image processing software.
86%Verify integrity and accuracy of data contained in remote sensing image analysis systems.
86%Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines.
85%Collect remote sensing data for forest or carbon tracking activities involved in assessing the impact of environmental change.
84%Provide remote sensing data for use in addressing environmental issues, such as surface water modeling or dust cloud detection.

Wage Comparison

Remote Sensing Technicians earns -$57,830(-49%) vs Remote Sensing Scientists and Technologists
Remote Sensing Scientists and TechnologistsRemote Sensing Technicians
10th
$61,990$37,310
25th
$82,450$46,270
Median
$117,960$60,130
75th
$154,900$77,990
90th
$191,880$101,870

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Remote Sensing Scientists and Technologists2028–2035
Remote Sensing Technicians2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Remote Sensing Scientists and Technologists

$77,370

from $117,960

Remote Sensing Technicians

$33,222

from $60,130

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $44,148 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Remote

0

Unique to Remote

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Regulatory Barriers
Remote Sensing Scientists and TechnologistsRemote Sensing Technicians
Find transitions from Remote Sensing Scientists and TechnologistsFind transitions from Remote Sensing Technicians