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Belk

Retail
Department Stores
Playground →Docs

Belk's top 10 neighbors span casual dining, bookstores, car washes, discount retail, a financial institution, a specialty food brand, a journalist, and a hobby retailer — no other department store appears in the set, and no single category dominates. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.89 indicates very strong overlap.

The flat shape means the scores compress into a narrow band: Bojangles' leads at 0.89, followed closely by Books-A-Million at 0.89 and Tidal Wave Auto Spa at 0.89, with Zaxby's at 0.88, Ollie's Bargain Outlet at 0.87, and Ruby Tuesday at 0.87 rounding out the upper tier. The remaining four — Pelican's SnoBalls at 0.86, Marty Smith at 0.86, 1st Franklin Financial at 0.86, and Game X Change at 0.85 — trail by only a few hundredths. The subcategory mix is genuinely eclectic: three casual dining brands, one fast casual, one bookstore, one car wash service, one discount store, one specialty food retailer, one bank, and one journalist. No subcategory appears more than three times, and the cross-category spread — restaurants, services, retail, financial, media — signals that Belk's audience shape is defined by a regional lifestyle profile rather than any single consumption category.

The breadth of this neighbor set, compressed into a tight similarity band, points to an audience whose shared characteristics cut across many kinds of brands simultaneously.

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": "belk", "title": "Belk", "category": "Retail", "subcategory": "Department Stores", "resolved": "belk", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "bojangles", "title": "Bojangles'", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8932, "drivers": [ "N03", "N02", "I01", "E06", "L04" ] }, { "handle": "books-a-million", "title": "Books-A-Million", "category": "Retail", "subcategory": "Bookstores", "similarity": 0.892, "drivers": [ "N03", "Q01", "I01", "E06", "L04" ] }, { "handle": "tidal-wave-auto-spa", "title": "Tidal Wave Auto Spa", "category": "Services", "subcategory": "Car Wash and Detailing", "similarity": 0.8911, "drivers": [ "N03", "Q01", "N02", "I01", "A02" ] }, { "handle": "zaxby-s", "title": "Zaxby's", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8784, "drivers": [ "E06", "I01", "N03", "Q01", "E03" ] }, { "handle": "ollie-s-bargain-outlet", "title": "Ollie's Bargain Outlet", "category": "Big Box", "subcategory": "Discount Stores", "similarity": 0.87, "drivers": [ "N03", "O01", "M03", "I01", "Q01" ] }, { "handle": "ruby-tuesday", "title": "Ruby Tuesday", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8685, "drivers": [ "N02", "L04", "N03", "L03", "E06" ] }, { "handle": "pelican-s-snoballs", "title": "Pelican's SnoBalls", "category": "Grocery & Food Retail", "subcategory": "Specialty", "similarity": 0.8631, "drivers": [ "I01", "N03", "Q01", "E06", "A06" ] }, { "handle": "martysmithespn", "title": "Marty Smith", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.8563, "drivers": [ "Q01", "I01", "N03", "E06", "P03" ] }, { "handle": "1st-franklin-financial", "title": "1st Franklin Financial", "category": "Financial", "subcategory": "Banks", "similarity": 0.8553, "drivers": [ "N02", "N04", "M03", "E06", "I01" ] }, { "handle": "game-x-change", "title": "Game X Change", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8541, "drivers": [ "L04", "O01", "E06", "I01", "N03" ] } ] }
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