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Big Lots

Brands
Grocery and Superstores
Playground →Docs

Big Lots' top 10 nearest neighbors split almost evenly between restaurants and packaged food brands — with no other grocery or superstore appearing in the set.

Similarity here measures how closely two entities' audiences resemble each other in composition. The top 10 span a tight band from 0.96 to 0.95, consistent with the flat shape: no single neighbor dominates, and the spread between first and tenth is narrow. Outback Steakhouse leads at 0.96, followed by Lay's at 0.96 and Steak 'n Shake at 0.96. Red Lobster (0.96) and Applebee's Grill + Bar (0.96) round out the top five. By subcategory, five of the ten neighbors are Restaurants and three are Food brands — Frito-Lay N. America (0.95), Klondike (0.95), and Pillsbury (0.95) — with Subway (0.95) and Papa John's Pizza (0.95) also in the Restaurant cluster. The one Sweets brand in the top 10 is Klondike. No Athletes, TV Personalities, or other non-food entities appear in the top 10; the set is entirely food-service and packaged-food brands.

The pattern points to an audience whose shape is defined by casual dining chains and mass-market grocery staples — a mainstream consumer profile with no structural pull toward any single brand or category.

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": "biglots", "title": "Big Lots", "category": "Brands", "subcategory": "Grocery and Superstores", "resolved": "biglots", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "outback", "title": "Outback Steakhouse", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9647, "drivers": [ "N04", "Q05", "N03", "O04", "O03" ] }, { "handle": "lays", "title": "Lay's", "category": "Brands", "subcategory": "Food", "similarity": 0.9589, "drivers": [ "N04", "Q05", "O03", "O04", "Q02" ] }, { "handle": "steaknshake", "title": "Steak 'n Shake", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9584, "drivers": [ "N04", "Q05", "O03", "O04", "Q08" ] }, { "handle": "redlobster", "title": "Red Lobster", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9583, "drivers": [ "Q05", "N04", "O04", "O03", "N03" ] }, { "handle": "applebees", "title": "Applebee's Grill + Bar", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.956, "drivers": [ "Q05", "N04", "O04", "O03", "Q08" ] }, { "handle": "fritolay", "title": "Frito-Lay N. America", "category": "Brands", "subcategory": "Food", "similarity": 0.9544, "drivers": [ "Q05", "N04", "N03", "O03", "O04" ] }, { "handle": "klondikebar", "title": "Klondike", "category": "Brands", "subcategory": "Sweets", "similarity": 0.9541, "drivers": [ "N04", "Q05", "O03", "O04", "Q08" ] }, { "handle": "subway_social", "title": "Subway (social)", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9539, "drivers": [ "N04", "Q05", "N03", "O04", "O03" ] }, { "handle": "pillsbury", "title": "Pillsbury", "category": "Brands", "subcategory": "Food", "similarity": 0.9523, "drivers": [ "N04", "O03", "Q05", "N03", "Q08" ] }, { "handle": "papajohns", "title": "Papa John's Pizza", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9521, "drivers": [ "N04", "Q05", "O03", "O04", "Q08" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: