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Budget

Hospitality & Lodging
Budget
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Budget's top 10 nearest neighbors span five distinct subcategories — no single kind dominates, and the spread runs from budget lodging to auto parts to fast casual dining.

The shape is broad. Days Inn leads at 0.93, and fellow budget-lodging properties Econo Lodge (0.88) and Baymont Inn & Suites (0.86) also appear, as does Super 8 (0.84) — four Budget-subcategory neighbors in the top 10. But the remaining six positions belong to entirely different kinds of entities. Walmart Pharmacy (0.88) and Walmart (0.88) represent pharmacy and big-box retail; Aaron's (0.88) is a furniture store; Parts & Accessories (0.88) and O'Reilly Auto Parts (0.86) are automotive parts and accessories; and Quality Inn (0.87) is the one mid-range hotel in the set. Pizza Hut (0.87) rounds out the top 10 as the sole restaurant subcategory entry. The scores compress tightly — from 0.93 down to 0.86 across the top eight — which is characteristic of a broad shape: no single neighbor pulls far ahead of the rest.

The cross-kind composition is the defining feature here. Budget lodging peers account for only four of the ten neighbors; the other six are drawn from retail, automotive, and dining — a mix that points to an audience whose consumption patterns cut across value-oriented categories well beyond where they sleep.

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": "budget", "title": "Budget", "category": "Hospitality & Lodging", "subcategory": "Budget", "resolved": "budget", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "days-inn", "title": "Days Inn", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.9285, "drivers": [ "N03", "M01", "N02", "P01", "K01" ] }, { "handle": "econo-lodge", "title": "Econo Lodge", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.8843, "drivers": [ "M01", "N02", "Q05", "P01", "O04" ] }, { "handle": "walmart-pharmacy", "title": "Walmart Pharmacy", "category": "Retail", "subcategory": "Pharmacies and Drugstores", "similarity": 0.8804, "drivers": [ "M01", "N03", "N02", "L02", "A04" ] }, { "handle": "aaron-s", "title": "Aaron's", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8795, "drivers": [ "N03", "P01", "N02", "M01", "Q05" ] }, { "handle": "parts-and-accessories", "title": "Parts & Accessories", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8787, "drivers": [ "M01", "N03", "A01", "A03", "K01" ] }, { "handle": "walmart", "title": "Walmart", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.875, "drivers": [ "M01", "N02", "N03", "P01", "K01" ] }, { "handle": "quality-inn", "title": "Quality Inn", "category": "Hospitality & Lodging", "subcategory": "Mid-range Hotels", "similarity": 0.8722, "drivers": [ "M01", "N03", "N02", "K01", "O01" ] }, { "handle": "pizza-hut", "title": "Pizza Hut", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8664, "drivers": [ "M01", "N02", "P01", "N03", "A04" ] }, { "handle": "o-reilly-auto-parts", "title": "O'Reilly Auto Parts", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8639, "drivers": [ "M01", "N02", "P01", "A01", "N03" ] }, { "handle": "baymont-inn-and-suites", "title": "Baymont Inn & Suites", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.8582, "drivers": [ "M01", "N03", "P01", "L02", "O01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: