Takeover Tracker
32%medium risk
Industrial Ecologists
vs

64 shared · 14 different

core competencies

34%medium risk
Remote Sensing Scientists and Technologists

Side-by-Side Comparison

MetricIndustrial EcologistsRemote Sensing Scientists and Technologists
Risk Score32.2%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile52th64th
Tasks at Risk (>50%)7 / 157 / 15
Median Salary$80,060$117,960
Employment85K23K

Skill Comparison

|

Sorted by largest difference

Geography
Production and Processing
Chemistry
Computers and Electronics
Provide Consultation and Advice to Others
Law and Government
Operations Analysis
Getting Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Documenting/Recording Information
Engineering and Technology
Interacting With Computers

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Ecologists

30%

total discount

Remote Sensing Scientists and Technologists

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Industrial Ecologists

7 of 15 at risk
85%Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.
57%Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.
55%Prepare technical and research reports such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
53%Identify sustainable alternatives to industrial or waste management practices.
51%Identify environmental impacts caused by products, systems, or projects.

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 +$37,900(+47%) vs Industrial Ecologists
Industrial EcologistsRemote Sensing Scientists and Technologists
10th
$50,130$61,990
25th
$62,090$82,450
Median
$80,060$117,960
75th
$103,730$154,900
90th
$134,830$191,880

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Industrial Ecologists2028–2035
Remote Sensing Scientists and Technologists2028–2035
20242030203520402045

Industrial Ecologists 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%)

Industrial Ecologists

$54,289

from $80,060

Remote Sensing Scientists and Technologists

$77,370

from $117,960

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $23,081 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Industrial

0

Unique to Remote

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
Industrial EcologistsRemote Sensing Scientists and Technologists
Find transitions from Industrial EcologistsFind transitions from Remote Sensing Scientists and Technologists