Great article Susan, I applied a similar technique to segment users based on the discount deals they availed.

This helped us to not only market users based on their likings but it also allowed us to improve the in-app experience.
https://medium.com/analytics-vidhya/user-segmentation-based-on-purchase-history-490c57402d53