Brett Caughran reframes analyst roles

Brett Caughran, founder of analyst training firm Fundamental Edge, is making a direct argument about how generative AI is changing entry-level work in investing. In an April 9 episode of the “Odds on Open” podcast, the show’s description said AI and agentic workflows were commoditizing the “desktop research” layer of investing and pushing junior analysts toward “high-leverage primary research and AI orchestration.” Caughran’s argument matters because it comes from a trainer selling directly into the buy side. Fundamental Edge says Caughran previously worked at Maverick, D.E. Shaw, Citadel, Two Sigma and Schonfeld, and says he has led more than 750 buy-side analysts through its Analyst Academy. ### What, specifically, does Caughran say AI is replacing? The April 9 podcast description says generative AI and agentic workflows are commoditizing the “desktop research” layer of investing. (iheart.com) It also says Caughran offers a roadmap for the “New Junior Analyst,” shifting the role from “manual model-cranking” toward “high-leverage primary research and AI orchestration.” That framing matches Caughran’s broader public teaching. (fundamentedge.com) Fundamental Edge’s AI Academy page says AI can produce “significant productivity gains and deeper investment insights,” but also warns about poor data quality, hallucinations and workflow challenges. The same page says the goal is to increase speed and depth of analysis “without sacrificing research quality, situation comprehension, and the judgment & intuition that defines successful investing.” (iheart.com) ### Which skills does he put in the higher-value bucket? The April 9 episode outline points to a narrower set of tasks that Caughran considers harder to automate. The chapter list includes “Bayesian updating in public markets,” “debugging models and the expectations gap muscle,” “CEO credibility analysis and guidance tracking,” and “LLMs as orchestration tools for human primary research.” (fundamentedge.com) Those labels suggest a role centered less on building spreadsheets from scratch and more on judgment under uncertainty. In the same episode description, the show says top-tier investors use frameworks such as ETIC — “Everything There Is To Know” — and the “Focus 5” to isolate the key drivers behind mispriced securities before they are reflected in market prices. ### Why is he not arguing for full automation? (iheart.com) Fundamental Edge’s AI Academy page makes that point directly. The page says a “balanced, evidence-based approach is necessary” because AI adoption in investment research has been slowed by hallucinations, poor data quality and the difficulty of changing culture and workflow. Caughran has also publicly presented AI as an augmentation tool rather than a substitute for analyst judgment. A Fundamental Edge webinar description on YouTube says he showed how an institutional analyst could use Perplexity for a “24-hour sniff test” to accelerate research “without taking shortcuts.” (iheart.com) ### Why is he saying this now? April 9 is the clearest dated public marker for this argument. The podcast description ties his case to the current spread of generative AI and agentic workflows across investing, while Fundamental Edge’s website says AI has reached an “inflection point” with enterprise adoption across multiple industries. (fundamentedge.com) Caughran is also building products around that message. (youtube.com) Fundamental Edge markets both a general Analyst Academy and a separate AI Academy; the AI program is priced at $3,500 and is pitched as a no-code course for public equity analysts. ### What does this mean for junior analysts deciding how to train? Fundamental Edge’s materials point to two parallel tracks. The Analyst Academy page says the program is designed for people looking to “break in to the buy-side or level up” their analyst skillset, while the AI Academy page says analysts should learn practical workflows, prompting, vendor evaluation and process redesign. (iheart.com) The next concrete milestone is already listed on Caughran’s training site. (fundamentedge.com) The Analyst Academy enrollment page says the current cohort is “NOW ENROLLING MAY 18TH 2026,” giving prospective analysts a dated next step if they want the training Caughran is advocating. (fundamental-edge.kit.com)