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Boot Barn

Boot Barn's top 10 nearest neighbors span department stores, car washes, reality TV stars, athletes, and apparel brands — no single category dominates, and no other footwear brand appears in the set.

The shape is broad: scores run from JCPenney at 0.87 down to ESPN MMA at 0.75, with no sharp drop-off between them. Mister Car Wash (0.82) and reality TV stars Corinna Kopf (0.81) and David Dobrik (0.80) sit just behind JCPenney, which is itself a department store — a different retail subcategory from Boot Barn's own Footwear classification. Conor McGregor (0.79) is the first athlete in the set, and Hot Topic (0.78) is the only other apparel brand in the top 10, though it falls under General rather than Footwear. Tallying the top 10 by subcategory: one Department Store, one Car Wash and Detailing, two Reality TV Stars, one Athlete, one General Apparel, one Musician, one Actor, one Women's Apparel, and one TV Show. That is eight distinct subcategories across ten neighbors — a genuinely diffuse pattern with no dominant cluster.

The cross-kind character here is the finding: Boot Barn's audience shape aligns more closely with a car wash service and a pair of YouTube personalities than with any other footwear or western-wear retailer in the top 10, suggesting an audience whose composition is defined by something broader than retail category or lifestyle niche.

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Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

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