Takeover Tracker
32%medium risk
Industrial Ecologists
vs

57 shared · 18 different

core competencies

40%medium risk
Logistics Analysts

Side-by-Side Comparison

MetricIndustrial EcologistsLogistics Analysts
Risk Score32.2%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile52th82th
Tasks at Risk (>50%)7 / 1511 / 15
Median Salary$80,060$80,880
Employment85K236K

Skill Comparison

|

Sorted by largest difference

Customer and Personal Service
Interpreting the Meaning of Information for Others
Engineering and Technology
Thinking Creatively
Processing Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Written Expression
Updating and Using Relevant Knowledge
Getting Information
WritingAI-Augmented
Transportation
Speaking

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Ecologists

30%

total discount

Logistics Analysts

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.

Logistics Analysts

11 of 15 at risk
85%Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.
74%Prepare reports on logistics performance measures.
71%Develop or maintain payment systems to ensure accuracy of vendor payments.
69%Maintain databases of logistics information.
69%Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.

Wage Comparison

Logistics Analysts earns +$820(+1%) vs Industrial Ecologists
Industrial EcologistsLogistics Analysts
10th
$50,130$49,260
25th
$62,090$62,920
Median
$80,060$80,880
75th
$103,730$104,330
90th
$134,830$132,110

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Industrial Ecologists2028–2035
Logistics Analysts2028–2035
20242030203520402045

Industrial Ecologists has a longer runway before significant displacement, projected 0 years later than Logistics Analysts.

Risk-Adjusted Salary

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

Industrial Ecologists

$54,289

from $80,060

Logistics Analysts

$48,148

from $80,880

After adjusting for AI risk, Industrial Ecologists offers $6,141 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Industrial

0

Unique to Logistics

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Social Intelligence
Industrial EcologistsLogistics Analysts
Find transitions from Industrial EcologistsFind transitions from Logistics Analysts