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

26 shared · 48 different

core competencies

54%high risk
Mapping Technicians

Side-by-Side Comparison

MetricRemote Sensing Scientists and TechnologistsMapping Technicians
Risk Score34.4%53.6%
Risk TierMedium RiskHigh Risk
Risk Percentile64th99th
Tasks at Risk (>50%)7 / 1512 / 15
Median Salary$117,960$51,940
Employment23K57K

Skill Comparison

|

Sorted by largest difference

Thinking Creatively
MathematicsAI-Vulnerable
Education and Training
Updating and Using Relevant Knowledge
Processing Information
Interpreting the Meaning of Information for Others
Systems AnalysisAI-Augmented
Guiding, Directing, and Motivating Subordinates
Communicating with Persons Outside Organization
Systems Evaluation
Getting Information
Identifying Objects, Actions, and Events

Protective Factors

Higher values indicate stronger protection against AI displacement

Remote Sensing Scientists and Technologists

30%

total discount

Mapping Technicians

25%

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.

Mapping Technicians

12 of 15 at risk
88%Calculate latitudes, longitudes, angles, areas, or other information for mapmaking, using survey field notes or reference tables.
88%Compute and measure scaled distances between reference points to establish relative positions of adjoining prints and enable the creation of photographic mosaics.
86%Produce or update overlay maps to show information boundaries, water locations, or topographic features on various base maps or at different scales.
86%Enter Global Positioning System (GPS) data, legal deeds, field notes, or land survey reports into geographic information system (GIS) workstations so that information can be transformed into graphic land descriptions, such as maps or drawings.
85%Determine scales, line sizes, or colors to be used for hard copies of computerized maps, using plotters.

Wage Comparison

Mapping Technicians earns -$66,020(-56%) vs Remote Sensing Scientists and Technologists
Remote Sensing Scientists and TechnologistsMapping Technicians
10th
$61,990$36,910
25th
$82,450$44,180
Median
$117,960$51,940
75th
$154,900$65,240
90th
$191,880$80,870

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

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

Risk-Adjusted Salary

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

Remote Sensing Scientists and Technologists

$77,370

from $117,960

Mapping Technicians

$24,111

from $51,940

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $53,259 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Remote

0

Unique to Mapping

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Fine Manipulation
Remote Sensing Scientists and TechnologistsMapping Technicians
Find transitions from Remote Sensing Scientists and TechnologistsFind transitions from Mapping Technicians
Remote Sensing Scientists and Technologists vs Mapping Technicians AI Risk — Takeover Tracker