Today's consumers demand Amazon-like digital banking experiences. However, striking the right balance between customer experience and security remains an arduous challenge for banks. A consequence of user-driven authentication mechanisms is that a better customer experience usually comes at the expense of robust security measures. Contributing to the challenge is the fact that the majority of banks today rely on user-driven customer identity and access management (CIAM) systems. This requires customers to provide information each time verification is needed.