Takeover Tracker
30%medium risk
Epidemiologists
vs

58 shared · 19 different

core competencies

34%medium risk
Remote Sensing Scientists and Technologists

Side-by-Side Comparison

MetricEpidemiologistsRemote Sensing Scientists and Technologists
Risk Score29.8%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile38th64th
Tasks at Risk (>50%)4 / 157 / 15
Median Salary$83,980$117,960
Employment11K23K

Skill Comparison

|

Sorted by largest difference

Geography
Communicating with Persons Outside Organization
Provide Consultation and Advice to Others
Active LearningAI-Augmented
Analyzing Data or Information
Science
Making Decisions and Solving Problems
Speed of Closure
Biology
Interpreting the Meaning of Information for Others
Social PerceptivenessAI-Resistant
Getting Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Epidemiologists

33%

total discount

Remote Sensing Scientists and Technologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Epidemiologists

4 of 15 at risk
85%Monitor and report incidents of infectious diseases to local and state health agencies.
53%Write grant applications for funding epidemiologic research.
53%Write articles for publication in professional journals.
51%Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis.
49%Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.

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 +$33,980(+40%) vs Epidemiologists
EpidemiologistsRemote Sensing Scientists and Technologists
10th
$56,950$61,990
25th
$68,040$82,450
Median
$83,980$117,960
75th
$106,040$154,900
90th
$134,860$191,880

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Epidemiologists2028–2035
Remote Sensing Scientists and Technologists2028–2035
20242030203520402045

Epidemiologists 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%)

Epidemiologists

$58,954

from $83,980

Remote Sensing Scientists and Technologists

$77,370

from $117,960

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $18,416 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Epidemiologists

0

Unique to Remote

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
EpidemiologistsRemote Sensing Scientists and Technologists
Find transitions from EpidemiologistsFind transitions from Remote Sensing Scientists and Technologists