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Ralph Lauren

Apparel
General
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Ralph Lauren's top 10 nearest neighbors span four distinct categories — Apparel, Hospitality & Lodging, Marketing Channels, and Services — with no single neighbor pulling far ahead of the rest, a pattern consistent with the flat shape classification.

The scores run from 0.92 (WSJ Mansion) down to 0.89 (Boutique & Specialized Lodging) and Luxury Hotels (0.89), a span of only three points across ten neighbors. Apparel brands make up five of the ten: vineyard vines (0.91), The North Face (0.91), Janie and Jack (0.91), Kate Spade (0.91), and Michael Kors (0.90). Three of those five share Ralph Lauren's own General subcategory; the other two are Womens Apparel and Outdoor and Athletic Apparel. That means the audience does overlap meaningfully with same-kind neighbors — but apparel alone does not define the cluster.

The more structurally notable finding is the presence of hospitality and media. Three Hospitality & Lodging entries appear in the top 10 — Boutique & Specialized Lodging (0.90), Luxury Hotels (0.89), and Autograph Collection Hotels (0.89) — alongside WSJ Mansion, a News Publishers property, as the single highest-scoring neighbor at 0.92. A barber shop chain (Roosters, 0.88) and a steakhouse (Ruth's Chris Steak House, 0.88) round out the set, adding Services and Restaurants to the mix.

The flat shape and cross-category spread together suggest an audience defined less by a single consumption category than by a consistent lifestyle register that cuts across apparel, lodging, dining, and financial media.

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": "ralph-lauren", "title": "Ralph Lauren", "category": "Apparel", "subcategory": "General", "resolved": "ralph-lauren", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "wsjrealestate", "title": "WSJ Mansion", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9171, "drivers": [ "J02", "A02", "J05", "A01", "J01" ] }, { "handle": "vineyard-vines", "title": "vineyard vines", "category": "Apparel", "subcategory": "General", "similarity": 0.9123, "drivers": [ "J02", "J05", "A01", "A02", "J01" ] }, { "handle": "north-face", "title": "The North Face", "category": "Apparel", "subcategory": "Outdoor and Athletic Apparel", "similarity": 0.9071, "drivers": [ "J02", "G01", "G03", "A01", "J05" ] }, { "handle": "janie-jack", "title": "Janie and Jack", "category": "Apparel", "subcategory": "Childrens Apparel", "similarity": 0.9064, "drivers": [ "J02", "A02", "A01", "J05", "G01" ] }, { "handle": "kate-spade", "title": "Kate Spade", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9063, "drivers": [ "J02", "A06", "G03", "A02", "A01" ] }, { "handle": "michael-kors", "title": "Michael Kors", "category": "Apparel", "subcategory": "General", "similarity": 0.9048, "drivers": [ "J02", "J05", "A06", "A02", "G03" ] }, { "handle": "gucci", "title": "Gucci", "category": "Apparel", "subcategory": "General", "similarity": 0.9019, "drivers": [ "J02", "A02", "G01", "G03", "A01" ] }, { "handle": "dior", "title": "Dior", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.8995, "drivers": [ "J02", "G01", "A02", "A01", "G03" ] }, { "handle": "boutique-and-specialized-lodging", "title": "Boutique & Specialized Lodging", "category": "Hospitality & Lodging", "subcategory": "Boutique and Specialized Lodging", "similarity": 0.8986, "drivers": [ "J02", "A02", "J05", "G01", "J01" ] }, { "handle": "luxury-hotels", "title": "Luxury Hotels", "category": "Hospitality & Lodging", "subcategory": "Luxury Hotels", "similarity": 0.8948, "drivers": [ "J02", "G01", "A02", "G03", "A01" ] } ] }
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