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Marshalls

Marshalls' top 10 nearest neighbors span banks, grocery, beauty salons, department stores, and car rental — no single category dominates, and only one neighbor shares its own subcategory.

The shape is broad: eight of the ten closest neighbors sit within a tight band from 0.87 down to 0.82, and the spread across subcategories is unusually wide. Bank of America leads at 0.87, followed by Chase at 0.84 — two major banks whose audiences apparently compose very similarly to Marshalls'. General (Apparel, General) at 0.84 is the one neighbor that shares Marshalls' own subcategory. From there the set fans out: Coffee & Tea at 0.83, Phenix Salon Suites (Beauty Salons and Spas) at 0.83, General Grocery Stores at 0.82, Macy's (Department Stores) at 0.82, CVS Pharmacy (Pharmacies and Drugstores) at 0.82, Coach (Jewelry and Accessories) at 0.81, and Bakeries, Desserts & Confectioneries at 0.81. That's banks, apparel, coffee, salons, grocery, a department store, a drugstore, an accessories brand, and a dessert category — nine distinct subcategories across ten neighbors.

The cross-kind character of this cluster is the defining feature: Marshalls' audience shape is not primarily defined by other apparel or off-price retail, but by the everyday-errand stack — financial services, food, pharmacy, and personal care — that its shoppers also frequent.

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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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