We had to tackle two key problems: first, gaining clarity on the available data and tailoring configurations for each store's unique setup; second, aligning point-of-sale records with the real-time data captured, ensuring they formed an integrated, accurate picture.
We developed a model that enables us to look at interactions between customers and staff and to determine how that impacts customer spend for different segments of a store.