Howie Singer PhD is an expert on innovation and data analytics in the music industry who played a leading role in the transition to digital music delivery. At Warner Music Group, he served as SVP and Chief Strategic Technologist analyzing new business models and services. Since 2018, he has taught a graduate class on "Data Analysis in the Music Industry" at NYU. Howie spent the first part of his career at Bell Labs and AT&T where he co-founded a2b music, an early digital music start-up. His book "Key Changes: The Ten Times Technology Transformed the Music Industry," co-authored with Bill Rosenblatt, arrives September 18 from Oxford University Press.