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Forbes

Marketing Channels
Magazines
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Forbes's top 10 nearest neighbors are a tight cluster of business and financial media — no single entity pulls away from the pack, and the scores span only 0.98 to 0.97 across the set.

The shape is flat: Entrepreneur (0.98) and Fortune (0.98) sit at the top, separated by a rounding difference, followed closely by CNN Business (0.98), Bill Gates (0.97), and Reuters Business (0.97). The subcategory breakdown tells the story clearly: six of the ten neighbors are News Publishers, three are fellow Magazines (Entrepreneur, Fortune, and Inc.), and one — Bill Gates — is a Tech Personality. That means nine of the ten neighbors fall within Marketing Channels, with Gates as the lone Celebrities and Influencers entry. The dominant pattern is same-kind and near-kind: business magazines and business-focused news publishers whose audiences are functionally indistinguishable from Forbes's own. CNBC (0.97) and Bloomberg (0.97) round out the core, reinforcing that the audience shape here is defined almost entirely by financial and business media consumption rather than by any cross-category pull.

The flatness of this graph reflects an audience with a sharply defined media diet — one that moves coherently across the business press ecosystem without strong attachment to any single outlet within it.

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": "forbes", "title": "Forbes", "category": "Marketing Channels", "subcategory": "Magazines", "resolved": "forbes", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "entrepreneur", "title": "Entrepreneur", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9849, "drivers": [ "G01", "A02", "J02", "G03", "J01" ] }, { "handle": "fortunemagazine", "title": "Fortune", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9848, "drivers": [ "G01", "A02", "J02", "G03", "A01" ] }, { "handle": "cnnbusiness", "title": "CNN Business", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9819, "drivers": [ "G01", "A02", "J02", "G03", "A01" ] }, { "handle": "billgates", "title": "Bill Gates", "category": "Celebrities and Influencers", "subcategory": "Tech Personalities", "similarity": 0.9748, "drivers": [ "G01", "A02", "G03", "J02", "A06" ] }, { "handle": "reutersbiz", "title": "Reuters Business", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9732, "drivers": [ "G01", "A02", "J02", "G03", "A01" ] }, { "handle": "cnbc", "title": "CNBC", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9731, "drivers": [ "G01", "A02", "J02", "G03", "A01" ] }, { "handle": "business", "title": "Bloomberg", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9717, "drivers": [ "A02", "G01", "G03", "J02", "A01" ] }, { "handle": "inc", "title": "Inc.", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9707, "drivers": [ "G01", "A02", "G03", "J02", "A01" ] }, { "handle": "bbcbusiness", "title": "BBC Business", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9695, "drivers": [ "G01", "A02", "J02", "G03", "E06" ] }, { "handle": "yahoofinance", "title": "Yahoo Finance", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9673, "drivers": [ "A02", "G01", "J02", "G03", "A01" ] } ] }
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