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Merrill Edge

Brands
Finance
Playground →Docs

Merrill Edge's top 10 nearest neighbors are dominated by musicians, TV channels, and professionals — not other finance brands. Audience similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.89 indicates very strong structural overlap.

Prudential is the one Finance neighbor in the set, at 0.89 — the highest score in the top 10 and the only entity sharing Merrill Edge's own subcategory. Everything else is cross-kind. Four Musicians and Bands follow in close succession: Alicia Keys (0.87), Mariah Carey (0.86), AKON (0.85), and Ne-Yo (0.85). Two TV Channels round out the entertainment cluster: VH1 at 0.86 and BET Music at 0.85. The remaining three positions go to two Professionals — MarQuis Trill (0.86) and John Legere (0.85) — and the hip-hop magazine HipHopDX (0.85). The scores across all ten sit within a narrow band of roughly 0.85–0.89, consistent with the flat shape: no single neighbor dominates, and the cluster holds together as a unit rather than organizing around a clear anchor.

The overall picture is a finance brand whose audience shape is defined almost entirely by entertainment and media figures rather than by the finance category itself, with Prudential as the lone structural peer in the top 10.

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": "merrilledge", "title": "Merrill Edge", "category": "Brands", "subcategory": "Finance", "resolved": "merrilledge", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "prudential", "title": "Prudential", "category": "Brands", "subcategory": "Finance", "similarity": 0.8911, "drivers": [ "O04", "Q04", "N03", "Q08", "Q02" ] }, { "handle": "aliciakeys", "title": "Alicia Keys", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8692, "drivers": [ "N03", "O04", "Q04", "Q08", "Q02" ] }, { "handle": "mariahcarey", "title": "Mariah Carey", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8613, "drivers": [ "N03", "O04", "Q04", "Q08", "Q02" ] }, { "handle": "vh1", "title": "VH1", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.8586, "drivers": [ "N03", "O04", "Q04", "Q08", "Q02" ] }, { "handle": "6billionpeople", "title": "MarQuis Trill", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.8573, "drivers": [ "O04", "Q08", "Q04", "Q02", "E02" ] }, { "handle": "akon", "title": "AKON", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8539, "drivers": [ "O04", "N03", "Q04", "Q08", "Q02" ] }, { "handle": "johnlegere", "title": "John Legere", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.8524, "drivers": [ "O04", "Q08", "Q04", "Q02", "Q05" ] }, { "handle": "hiphopdx", "title": "HipHopDX", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8521, "drivers": [ "O04", "Q04", "N03", "Q08", "Q02" ] }, { "handle": "neyocompound", "title": "Ne-Yo", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8518, "drivers": [ "O04", "Q04", "Q08", "N03", "Q02" ] }, { "handle": "betmusic", "title": "BET Music", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.8474, "drivers": [ "O04", "Q08", "Q04", "Q02", "N03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: