Finding Value in Numbers With Ehsan Ehsani – The Special Situations Report Episode #56

Episode Summary

Executive Summary: Episode 56 of the Special Situations Report features Ehsan Ehsani discussing his book Finding Value in Numbers and his investment philosophy. The conversation covers building a personal framework, balancing art and science in investing, using quantitative tools correctly, identifying catalysts, position sizing, and avoiding value traps through second-level thinking.

Main Topics: Ehsan Ehsani’s background and dual role (Priority: 5/5): Ehsani explains how his work at Crescendo Partners in small-cap activist/value investing complements his teaching at Columbia Business School, with each role sharpening his market intuition and analytical discipline. Why he wrote Finding Value in Numbers (Priority: 5/5): He says the book was inspired by students’ struggle with lacking a structured investment framework and over-focusing on formulas without understanding the intuition behind them. Investing as both art and science (Priority: 5/5): Ehsani argues that investing cannot be reduced to pure mechanics; judgment, psychology, and mindset are the 'art,' while repeatable analytical steps are the 'science.' Framework, catalysts, and value traps (Priority: 5/5): He outlines his personal framework: spotting investable opportunities, checking valuation, identifying a path to profit, and creating a game plan. He contrasts successful catalyst-driven ideas with long-lived value traps. Quantitative tools and model adjustments (Priority: 4/5): The discussion emphasizes ROIC, TAM, unit economics, scenario analysis, and the need to adjust standard formulas for items like cash and preferred equity to avoid misleading conclusions. Position sizing, Kelly criterion, and portfolio management (Priority: 4/5): Ehsani says Kelly is useful conceptually, but less reliable for value investing because probabilities and outcomes are harder to define than in more repeatable strategies like merger arbitrage. Second-level thinking and systems thinking (Priority: 5/5): He explains how investors need to go beyond first-order reactions to events and assess second- and third-order effects, using homebuilders and higher interest rates as a key example.

Key Arguments: A strong investment process must combine mindset and repeatable steps; without a framework, investors struggle to know where to start or how to improve. Students and investors often misuse formulas mechanically; understanding the meaning behind numbers is as important as calculating them. Investing is both art and science: the science helps structure analysis, but the art lies in judgment, psychology, and interpretation. An investor should build a personal framework rather than copy someone else’s, because ownership improves durability, memory, and adaptability under stress. A good idea is not just cheap; it needs a meaningful gap between price and value and a reasonable path for that gap to close. Catalysts matter in professional money management because mandates and time horizons often make 'buy and hold forever' impractical. Quantitative metrics such as ROIC can be misleading if standard data-provider calculations ignore cash, preferred shares, or other capital-structure details. Kelly criterion is useful as a sizing concept when probabilities are well-defined, but it is not a complete sizing solution for value investing or highly volatile situations. Second-level thinking can reveal that higher rates may hurt homebuilding demand while also constraining supply and helping larger builders gain share. Awareness of behavioral biases is necessary but not sufficient; investors should build checklists and processes that force them to test for second-order effects.

Data Points: Episode number: 56 - This is the Special Situations Report episode featuring Ehsan Ehsani. Book publisher: Columbia University Press - Finding Value in Numbers was published last month by Columbia University Press. Teaching roles: 2 courses - Ehsani teaches Applied Value Investing and an activist value investing course at Columbia. Investing experience: around 18 years - He said he began investing as a side activity roughly 18 years ago. Professional investing transition: 10-15 years - He described the time it took for his side interest to become a full-time profession. Talon Energy stock price at entry: $45-46 - Ehsani cited his personal investment in Talon Energy when discussing price/value gap and catalysts. Talon Energy implied value gap: 2x-3x - He said reproduction or liquidation value suggested the assets were worth two to three times more than the market implied. Talon Energy current trading level: around 360 - He said the stock later rose dramatically after restructuring and re-listing. VF Corp valuation cited: around 23 PE - He used VF Corp as an example of a stock that looked inexpensive but turned into a value trap. VF Corp valuation later cited: around 36 PE - He said earnings deterioration made the multiple look higher later on. Crescendo typical value-investing horizon: 3 years - He said the firm generally wants catalyst-driven opportunities to realize expected returns within about three years. Kelly criterion origin: 1956 - He said Kelly developed the formula in an article in 1956 while working at Bell Labs. Small-cap market cap range: $300M-$600M - He described Crescendo’s small-cap focus and the size range where growth analysis matters most.

Pivotal Quotes: "investing is both an art and science" — Mario Gabelli: Quoted from Gabelli’s foreword, used to frame the discussion of judgment plus quantitative analysis. "in order to be a successful investor, you need to have a framework. But I'm not going to give you that framework. You need to develop your framework yourself." — Ehsan Ehsani: He explains why investors must build a personal, durable process rather than copy others. "great investing is about identifying wonderful businesses and then just buy them and then sit on your butt and do nothing" — Charlie Munger: Ehsani cites this to contrast long-term compounding with catalyst-driven investing.

Implications: Listeners should focus on building a personal, repeatable process that combines quantitative rigor with judgment. For practitioners, catalysts, capital-structure nuance, and second-level thinking can materially improve returns and reduce value traps.