Takeover Tracker
32%medium risk
Industrial Ecologists
vs

57 shared · 21 different

core competencies

33%medium risk
Climate Change Analysts

Side-by-Side Comparison

MetricIndustrial EcologistsClimate Change Analysts
Risk Score32.2%32.5%
Risk TierMedium RiskMedium Risk
Risk Percentile52th54th
Tasks at Risk (>50%)7 / 156 / 14
Median Salary$80,060$80,060
Employment85K85K

Skill Comparison

|

Sorted by largest difference

Engineering and Technology
Chemistry
Science
Communicating with Persons Outside Organization
Establishing and Maintaining Interpersonal Relationships
Training and Teaching Others
Education and Training
Monitor Processes, Materials, or Surroundings
Law and Government
Organizing, Planning, and Prioritizing Work
Mathematical Reasoning
Resolving Conflicts and Negotiating with Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Ecologists

30%

total discount

Climate Change 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.

Climate Change Analysts

6 of 14 at risk
86%Gather and review climate-related studies from government agencies, research laboratories, and other organizations.
84%Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability.
55%Write reports or academic papers to communicate findings of climate-related studies.
53%Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.
50%Review existing policies or legislation to identify environmental impacts.

Wage Comparison

Climate Change Analysts earns $0(0%) vs Industrial Ecologists
Industrial EcologistsClimate Change Analysts
10th
$50,130$50,130
25th
$62,090$62,090
Median
$80,060$80,060
75th
$103,730$103,730
90th
$134,830$134,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Industrial Ecologists2028–2035
Climate Change Analysts2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Industrial Ecologists

$54,289

from $80,060

Climate Change Analysts

$54,000

from $80,060

After adjusting for AI risk, Industrial Ecologists offers $288 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Industrial

0

Unique to Climate

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Decision Complexity
Creativity
Industrial EcologistsClimate Change Analysts
Find transitions from Industrial EcologistsFind transitions from Climate Change Analysts