medium risk
Investment Fund Managersvs
50 shared · 20 different
core competencies
medium risk
Energy BrokersSide-by-Side Comparison
Investment Fund Managers leads 4–0| Metric | Investment Fund Managers | Energy Brokers |
|---|---|---|
| Risk Score | 34.0% | 38.3% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 62th | 76th |
| Tasks at Risk (>50%) | 8 / 15 | 10 / 15 |
| Median Salary | $136,550 | N/A |
| Employment | 631K | N/A |
Skill Comparison
|
Sorted by largest difference
Analyzing Data or Information
Economics and Accounting
Getting Information
Judging the Qualities of Things, Services, or People
English Language
Thinking Creatively
Identifying Objects, Actions, and Events
Interpreting the Meaning of Information for Others
Processing Information
Making Decisions and Solving Problems
Coaching and Developing Others
Complex Problem SolvingAI-Resistant
Protective Factors
Higher values indicate stronger protection against AI displacement
Investment Fund Managers
31%
total discount
Energy Brokers
29%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Investment Fund Managers
8 of 15 at risk72%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.
Energy Brokers
10 of 15 at risk87%Prepare and send requests for price quotations to all energy companies in a particular market.
86%Monitor the flow of energy in response to changes in consumer demand.
85%Monitor energy supply contracts to ensure proper implementation and execution by suppliers.
85%Facilitate the delivery or receipt of wholesale power or retail load scheduling.
83%Purchase or sell energy or energy derivatives for customers.
Wage Comparison
Investment Fund ManagersEnergy Brokers
10th
$68,860N/A
25th
$100,010N/A
Median
$136,550N/A
75th
$179,190N/A
90th
$227,590N/A
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Investment Fund Managers2028–2035
Energy Brokers2028–2035
20242030203520402045
Investment Fund Managers has a longer runway before significant displacement, projected 0 years later than Energy Brokers.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Investment
0
Unique to Energy
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Creativity
Fine Manipulation
Regulatory Barriers
Decision Complexity
Investment Fund ManagersEnergy Brokers