Today there are airline companies, telecoms, streaming music services, and newspaper publishers all asking the same kinds of questions: What’s the value of this new service (or route) to our subscriber base? Is it receiving the kind of support that we predicted it would? How long are our members staying with us? What does our growth efficiency look like? What do our usage patterns tell us about where to apply more resources? Who might be at risk of churning?

