Takeover Tracker
33%medium risk
Molecular and Cellular Biologists
vs

49 shared · 28 different

core competencies

34%medium risk
Remote Sensing Scientists and Technologists

Side-by-Side Comparison

MetricMolecular and Cellular BiologistsRemote Sensing Scientists and Technologists
Risk Score32.9%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile56th64th
Tasks at Risk (>50%)8 / 157 / 15
Median Salary$93,330$117,960
Employment60K23K

Skill Comparison

|

Sorted by largest difference

Biology
Chemistry
Science
Active LearningAI-Augmented
Learning Strategies
Interacting With Computers
Computers and Electronics
Engineering and Technology
Inductive Reasoning
MathematicsAI-Vulnerable
InstructingAI-Resistant
Reading ComprehensionAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Molecular and Cellular Biologists

34%

total discount

Remote Sensing Scientists and Technologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Molecular and Cellular Biologists

8 of 15 at risk
84%Maintain accurate laboratory records and data.
59%Prepare or review reports, manuscripts, or meeting presentations.
57%Write grant applications to obtain funding.
55%Design molecular or cellular laboratory experiments, oversee their execution, and interpret results.
55%Perform laboratory procedures following protocols including deoxyribonucleic acid (DNA) sequencing, cloning and extraction, ribonucleic acid (RNA) purification, or gel electrophoresis.

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 +$24,630(+26%) vs Molecular and Cellular Biologists
Molecular and Cellular BiologistsRemote Sensing Scientists and Technologists
10th
$54,500$61,990
25th
$67,950$82,450
Median
$93,330$117,960
75th
$121,350$154,900
90th
$159,780$191,880

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Molecular and Cellular Biologists2028–2035
Remote Sensing Scientists and Technologists2028–2035
20242030203520402045

Molecular and Cellular Biologists 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%)

Molecular and Cellular Biologists

$62,652

from $93,330

Remote Sensing Scientists and Technologists

$77,370

from $117,960

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $14,718 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Molecular

0

Unique to Remote

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Decision Complexity
Creativity
Molecular and Cellular BiologistsRemote Sensing Scientists and Technologists
Find transitions from Molecular and Cellular BiologistsFind transitions from Remote Sensing Scientists and Technologists