This case exemplifies a classic revenue-side problem masked by cost-reduction initiatives. The core insight—that suburban and urban consumers have fundamentally different purchasing behaviors and profit profiles—requires structured segmentation analysis and consumer demographic targeting rather than blanket operational solutions.