Digitization has changed flow music radio in several ways. The aim of the article is twofold: 1) To describe the methodological process and challenges for developing a model for large-scale Speech-Music discrimination analysis on radio data. 2) To discuss and critically compare the methods, results, strengths and shortcomings of the qualitative and the quantitative analysis, respectively.