Ross Stores (0.89) and 7-Eleven (0.89) sit at the top of IHOP's neighbor set — a department store and a convenience chain, not another sit-down restaurant — and together they signal the two-peak structure that defines this audience's shape.
Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.89 means the overlap is tight. The top three neighbors — Ross Stores, 7-Eleven, and Burlington (0.88) — are all value-oriented retail and convenience, with no other casual dining brand appearing in the top 10. The first restaurant neighbor is Wingstop (0.85), a QSR, followed by Pep Boys (0.85) in automotive parts. That mix — discount apparel, convenience stores, auto services — forms one clear cluster. The second peak emerges further down: Children's Apparel (0.84), Stanton Optical (0.84), and Public Storage (0.84) point toward a household-errand, family-oriented segment. Champs Sports (0.83) and Floor and Decor (0.82) round out the top 10, reinforcing the practical retail character of the set.
What's structurally notable is the near-absence of same-category neighbors: IHOP is a Casual Dining entity, and no other Casual Dining brand appears in the top 10. The audience shape is defined almost entirely by value retail, convenience, and household services — two distinct errand-and-family clusters bridged by this one dining brand.