a first initialization period that we used to calculate an aggregation variable capturing the consumers’ behavior over time (historic loyalty) and a calibration period that we used to estimate the model parameters. The initialization period ran from week 1 to week 20 (following other research works using an initialization period of approximately 40% of the total period