using the clustering approach from Chapter 9, she identifies seven behavioral segments within the loyalty base: Enthusiasts (high engagement, high spend), Routine Buyers (consistent but modest spend), Bargain Hunters (activated primarily by discounts), Lapsed VIPs (formerly high-value, now declining