Odds on Open Now Is the Best Time to Become a Junior Analyst - Ex-Citadel and D. E. Shaw PM Brett Caughran
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Apr 9, 2026 
Brett Caughran, founder of Fundamental Edge and former PM at Tiger Cub and multi-manager firms, discusses frameworks like ETIC and the Focus 5. He explores how AI reshapes research, why volatility creates opportunities for fundamental investors, and how junior analysts must evolve from data entry to primary research and AI orchestration.
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Know Everything Then Pinpoint Key Drivers
- Use the ETIC approach: know a company better than any non-insider through comprehensive research across filings, calls, and primary checks.
- Then pivot to the two or three variables that will actually determine investment success or failure.
Focus 5 Links Fundamentals To Narrative
- Combine hard financial variables with narrative-cycle drivers using the Focus 5: organic growth, margin trajectory, capital intensity, capital deployment, and terminal value visibility.
- Narrative shifts (e.g., AV for Uber, agentic AI for SaaS) can dominate multi-year valuations despite near-term fundamentals.
Use AI For Fast Sniff Tests
- Use AI to accelerate the hunch-to-hypothesis pipeline by running fast 'sniff tests' (10–15 hours) to triage many ideas before building full models.
- Validate AI outputs downstream; accept rough accuracy for screening but verify with primary research.