Software

Soft but Strong: Software-based Innovation, Product Market Competition, and Value Creation in the IT Hardware Industry

(Joint work with Jeongsik Lee and Anand Gopal) Examine the effect of software-based innovation on firm performance and market structure using the patent data and machine learning