AI JOB RISK SCANNER
O*NET-SOC 11-3031.03 / model V11 rated-task engine

Will AI replace
Investment Fund Managers?

Plan, direct, or coordinate investment strategy or operations for a large pool of liquid assets supplied by institutional investors or individual investors.

Estimated AI task exposure
63%

High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

20 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

54/100

Physical moat

9/100

Human moat

18/100

Rating coverage

100%

20 task statements / 20 rated

Highest-weighted occupation tasks

Manage investment funds to maximize return on client investments.
Importance 95/100Relevance 91/100Frequency 81/100Weight 0.90
Monitor financial or operational performance of individual investments to ensure portfolios meet risk goals.
Importance 89/100Relevance 98/100Frequency 66/100Weight 0.87
Select specific investments or investment mixes for purchase by an investment fund.
Importance 90/100Relevance 86/100Frequency 65/100Weight 0.82
Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation.
Importance 84/100Relevance 90/100Frequency 68/100Weight 0.82
Develop or implement fund investment policies or strategies.
Importance 87/100Relevance 92/100Frequency 54/100Weight 0.80
Select or direct the execution of trades.
Importance 87/100Relevance 74/100Frequency 68/100Weight 0.78
Attend investment briefings or consult financial media to stay abreast of relevant investment markets.
Importance 76/100Relevance 93/100Frequency 54/100Weight 0.77
Present investment information, such as product risks, fees, or fund performance statistics.
Importance 81/100Relevance 92/100Frequency 47/100Weight 0.77
Develop, implement, or monitor security valuation policies.
Importance 80/100Relevance 88/100Frequency 50/100Weight 0.76
Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential.
Importance 70/100Relevance 85/100Frequency 44/100Weight 0.69

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$166,570

BLS OEWS May 2025

National employment

841,710

BLS OEWS May 2025

Projected growth

+9.7%

BLS Employment Projections 2025–2035

Average annual openings

66

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

58 points lower exposure • 67% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

58 points lower exposure • 66% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Mobile Heavy Equipment Mechanics, Except Engines

5%

58 points lower exposure • 66% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Layout Workers, Metal and Plastic

6%

57 points lower exposure • 68% profile similarity

Median wage: $63,870 Growth 2025–2035: -3.4% Annual openings: 0

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Wind Turbine Service Technicians

5%

58 points lower exposure • 66% profile similarity

Median wage: $64,120 Growth 2025–2035: +29.5% Annual openings: 2

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

54 points lower exposure • 68% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • repeatable administrative workflows

AUGMENT

  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • prompt and workflow design
  • AI output verification
  • cross-functional business knowledge
  • risk and governance

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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