In this session Kyriakos Georgiou, Chief Risk and Data Science Officer at Finloup, will delve into the topic of forecasting customer churn in a non-contractual setting. Taking inspiration from the latest developments in machine learning that incorporate multiple time intervals, we present an inventive approach for training and evaluating known as the sliding multi-time slicing (SMTS) technique.