This lecture by the instructor explores the use of text-based representations to model market structure and firm innovation, focusing on the analysis of industry structure, product differentiation, and the impact of textual data on modeling innovation. The presentation delves into the application of textual network industries (TNIC) data, the Hoberg-Phillips Data Library, and the implications for corporate strategy, investors, and regulators.