Takeover Tracker
33%medium risk
Climate Change Analysts
vs

56 shared · 17 different

core competencies

34%medium risk
Investment Fund Managers

Side-by-Side Comparison

MetricClimate Change AnalystsInvestment Fund Managers
Risk Score32.5%34.0%
Risk TierMedium RiskMedium Risk
Risk Percentile54th62th
Tasks at Risk (>50%)6 / 148 / 15
Median Salary$80,060$136,550
Employment85K631K

Skill Comparison

|

Sorted by largest difference

Economics and Accounting
Customer and Personal Service
MathematicsAI-Vulnerable
Communicating with Persons Outside Organization
Provide Consultation and Advice to Others
Interpreting the Meaning of Information for Others
Mathematical Reasoning
Resolving Conflicts and Negotiating with Others
Law and Government
Sales and Marketing
Establishing and Maintaining Interpersonal Relationships
Number Facility

Protective Factors

Higher values indicate stronger protection against AI displacement

Climate Change Analysts

30%

total discount

Investment Fund Managers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Investment Fund Managers

8 of 15 at risk
72%Select or direct the execution of trades.
67%Prepare for and respond to regulatory inquiries.
55%Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential.
55%Attend investment briefings or consult financial media to stay abreast of relevant investment markets.
55%Monitor regulatory or tax law changes to ensure fund compliance or to capitalize on development opportunities.

Wage Comparison

Investment Fund Managers earns +$56,490(+71%) vs Climate Change Analysts
Climate Change AnalystsInvestment Fund Managers
10th
$50,130$68,860
25th
$62,090$100,010
Median
$80,060$136,550
75th
$103,730$179,190
90th
$134,830$227,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Climate Change Analysts2028–2035
Investment Fund Managers2028–2035
20242030203520402045

Climate Change Analysts has a longer runway before significant displacement, projected 0 years later than Investment Fund Managers.

Risk-Adjusted Salary

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

Climate Change Analysts

$54,000

from $80,060

Investment Fund Managers

$90,164

from $136,550

After adjusting for AI risk, Investment Fund Managers offers $36,163 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Climate

0

Unique to Investment

Combined Protection Strategy

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

Decision Complexity
Social Intelligence
Regulatory Barriers
Creativity
Climate Change AnalystsInvestment Fund Managers
Find transitions from Climate Change AnalystsFind transitions from Investment Fund Managers
Climate Change Analysts vs Investment Fund Managers AI Risk — Takeover Tracker