"85% accuracy on Wall Street will get you 100% fired." Brett Caughran (@FundamentEdge) has managed analysts at Citadel, D.E. Shaw & tiger cub funds. His take on AI and the future of junior analysts: "There's almost no better time to be starting a career as a fundamental investor. These tools let junior investors get to the juicy part of the investment process more quickly." We cover: - Why the junior analyst role is transforming faster than any point in the last 20 years — and why the juniors who adapt will reach the real work of investing years sooner - The old grunt work that's already dead — and what's replacing it - Why billion-dollar funds won't cut analyst headcount, but the job description is changing dramatically - “Should I still learn Excel modeling?" — yes, because you can't debug what you don't understand - Why creativity & tenacity are becoming the new differentiators over raw quantitative skill - How multi-manager alpha factories scaled from $10B to $60B+ while sustaining double-digit returns — proof that more information hasn't compressed alpha - Why reading a 10-K with pen and paper still matters even when AI can summarize it in seconds - The most underrated skill in the best investors he's worked with: genuine curiosity Thanks so much to Brett (@FundamentEdge) for coming on Odds on Open! Highlights: 00:00 Intro 01:29 Frameworks for developing a differentiated variant perception 05:16 Financial drivers vs. narrative cycles: The Focus 5 framework 08:29 Analyzing the stock vs. business: Bayesian updating in public markets 12:52 AI as an intellectual power tool vs. consensus "alpha slop" 17:21 Accelerating the hunch-to-hypothesis pipeline with AI sniff tests 21:52 The evolution of junior analysts: From data entry to primary research 28:46 Why market microstructure and behavioral alpha prevent index efficiency 38:44 Training junior analysts: Earning the right to use power tools 48:28 LLMs as orchestration tools for human primary research 54:55 Teachable scientific process vs. revealed investment judgment 57:54 Common threads across Multi-Managers, Single Managers, and Tiger Cubs 59:49 Curiosity as a meta-skill and the art of system thinking
