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PacSun

Apparel
General
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PacSun's top 10 neighbors span furniture stores, casual dining, commercial real estate, and movie theaters — with apparel brands accounting for only three of the ten slots.

The shape is flat: scores run from 0.84 (Sleep Number) down to 0.81 (Victoria's Secret), a band of less than four points across the entire top 10. No single neighbor dominates. Sleep Number (0.84, Furniture Stores) and BJ's Restaurants (0.84, Casual Dining) sit at the top, followed by Simon Mall (0.83, Commercial Real Estate) and Build-A-Bear Workshop (0.82, Hobbies Gifts and Crafts). Regal Entertainment Group (0.82, Movies and Theaters) rounds out the five closest neighbors. The three apparel entries — Zumiez (0.82, General), Old Navy (0.82, General), and Victoria's Secret (0.81, Womens Apparel) — share the tier with non-apparel neighbors rather than clustering at the top.

What the subcategory mix reveals is a mall-ecosystem audience: the neighbors are the kinds of entities that share physical retail corridors — a cinema chain, a furniture showroom, a craft store, a sit-down restaurant, a mall operator. PacSun's audience shape is less defined by apparel affinity than by the broader pattern of mall-going behavior, with no single category owning the signal.

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."

Raw data

Attention graph /similar sample results  (free):
{ "handle": "pacsun", "title": "PacSun", "category": "Apparel", "subcategory": "General", "resolved": "pacsun", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "sleep-number", "title": "Sleep Number", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8411, "drivers": [ "K01", "N01", "H04", "M03", "N02" ] }, { "handle": "bj-s-restaurants", "title": "BJ's Restaurants", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8372, "drivers": [ "M03", "N01", "K01", "N02", "H04" ] }, { "handle": "simon-mall", "title": "Simon mall", "category": "Industrial & Commercial Service", "subcategory": "Commercial Real Estate", "similarity": 0.8277, "drivers": [ "K01", "H04", "M03", "N01", "N02" ] }, { "handle": "build-a-bear-workshop", "title": "Build A Bear Workshop", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8237, "drivers": [ "H04", "M03", "K01", "N01", "M01" ] }, { "handle": "regal-entertainment-group", "title": "Regal Entertainment Group", "category": "Entertainment & Leisure", "subcategory": "Movies and Theaters", "similarity": 0.8215, "drivers": [ "N02", "N01", "M01", "M03", "K01" ] }, { "handle": "la-z-boy", "title": "La-Z-Boy", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8201, "drivers": [ "M03", "N01", "K01", "N02", "M01" ] }, { "handle": "zumiez", "title": "Zumiez", "category": "Apparel", "subcategory": "General", "similarity": 0.8197, "drivers": [ "N01", "M03", "K01", "H04", "N02" ] }, { "handle": "old-navy", "title": "Old Navy", "category": "Apparel", "subcategory": "General", "similarity": 0.8172, "drivers": [ "K01", "H04", "N01", "N02", "M03" ] }, { "handle": "victoria-s-secret", "title": "Victoria's Secret", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.8123, "drivers": [ "K01", "N01", "M03", "N02", "M01" ] }, { "handle": "red-robin-gourmet-burgers", "title": "Red Robin Gourmet Burgers", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8099, "drivers": [ "N01", "N02", "K01", "M03", "M01" ] } ] }
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