Stephen Penman, Professor of accounting and security analysis at Columbia Business School and Bocconi, discusses the separation between speculation and valuation, the ideal structure of an equity research report, and how to improve as an aspiring investor. They also explore accounting arbitrage, the dangers of passive value investing, and the growing need for accounting knowledge in the finance industry.