Takeover Tracker
38%medium risk
Statisticians
vs

51 shared · 19 different

core competencies

34%medium risk
Remote Sensing Scientists and Technologists

Side-by-Side Comparison

MetricStatisticiansRemote Sensing Scientists and Technologists
Risk Score37.8%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile75th64th
Tasks at Risk (>50%)9 / 157 / 15
Median Salary$103,300$117,960
Employment30K23K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
MathematicsAI-Vulnerable
Mathematical Reasoning
ProgrammingAI-Vulnerable
Number Facility
Analyzing Data or Information
Provide Consultation and Advice to Others
Interpreting the Meaning of Information for Others
Education and Training
Updating and Using Relevant Knowledge
Coordinating the Work and Activities of Others
Speed of Closure

Protective Factors

Higher values indicate stronger protection against AI displacement

Statisticians

27%

total discount

Remote Sensing Scientists and Technologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Statisticians

9 of 15 at risk
71%Process large amounts of data for statistical modeling and graphic analysis, using computers.
70%Report results of statistical analyses, including information in the form of graphs, charts, and tables.
65%Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
53%Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
52%Develop software applications or programming to use for statistical modeling and graphic analysis.

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 +$14,660(+14%) vs Statisticians
StatisticiansRemote Sensing Scientists and Technologists
10th
$60,390$61,990
25th
$79,210$82,450
Median
$103,300$117,960
75th
$137,610$154,900
90th
$170,700$191,880

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Statisticians2028–2035
Remote Sensing Scientists and Technologists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Statisticians

$64,294

from $103,300

Remote Sensing Scientists and Technologists

$77,370

from $117,960

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $13,076 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Statisticians

0

Unique to Remote

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Decision Complexity
StatisticiansRemote Sensing Scientists and Technologists
Find transitions from StatisticiansFind transitions from Remote Sensing Scientists and Technologists