Propensity Modelling for Banking Industry

Challenge

In the competitive landscape of financial services, customer acquisition is no longer about reaching the most people—it’s about reaching the right people. Banks were increasingly struggling with inefficient marketing spend and poor conversion rates due to generic targeting. Without behavioral intelligence, traditional credit and loan offers often missed high-potential customers or targeted unqualified leads, increasing financial risk.

Our Solution

IOS introduced a robust, telco-data-enhanced propensity modelling solution to refine how banks target prospective customers. Instead of relying solely on static financial metrics, we layered in behavioral and mobility signals that reflect real-life customer patterns. The model enabled financial institutions to:

Impact

The implementation led to significantly higher conversion rates and a drop in cost-per-acquisition. Campaigns became leaner and more effective, empowering banks to focus resources on prospects most likely to convert—and stay. This data-driven shift also improved risk management, allowing financial institutions to operate with greater confidence and agility in a fast-changing market.

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