In today's highly competitive marketplace satisfying customers has never been more challenging. They are extremely demanding and insist on being treated as an individual with specific needs. They want to be made to feel that the offering is personally addressed to them.
To understand their motivations and behavior, banks have over the period invested in different tools which gave them some information, but not exactly the one the customer expected. Banks needed to address issues like, how can they ensure long-term loyalty from its high-value customers? How can they attract and retain different types of customers and what additional product to sell? What rewards to target at its profitable customer?
The core of predictive analytics relies on capturing relationships between explanatory variables and the predicted variables from past occurrences, and exploiting it to predict future outcomes.
Having the relevant data helped banks to target the...