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Education Next

Marketing Channels
News Publishers
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Education Next's top 10 neighbors span education-focused publishers, self-help authors, a fitness brand, and a technology tool — a mixed cluster with no single subcategory dominating and scores compressed between 0.83 and 0.80.

The shape is flat: the top neighbor, U.S. News Education (0.83), sits only three points above the tenth-ranked neighbor, NEA (0.80), and the intervening entries form no clear tier. Three neighbors share Education Next's own subcategory of News Publishers: U.S. News Education (0.83), NPR's Education Team (0.83), and — further down the full list but within the top 10 — those two are the only News Publishers present. The remaining eight neighbors come from entirely different subcategories: EdSurge (0.82) and Consumer Reports (0.80) are Websites; Education Week (0.81) is a Magazine; Canva (0.81) is a Technology brand; Peloton (0.80) is a Fitness brand; Brené Brown (0.80) and Seth Godin (0.80) are Authors; and NEA (0.80) is an Education organization. The cross-kind presence of a fitness brand, a design tool, and two business-oriented authors alongside education-specific publishers is the defining feature of this cluster — the audience shape that reads as "education news reader" also maps cleanly onto audiences for professional self-improvement and productivity content.

The flat, mixed composition suggests an audience defined less by a single content vertical than by a professional orientation that cuts across education, personal development, and informed-consumer 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": "educationnext", "title": "Education Next", "category": "Marketing Channels", "subcategory": "News Publishers", "resolved": "educationnext", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "usnewseducation", "title": "U.S. News Education", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.8331, "drivers": [ "A03", "A01", "P04", "Q06", "N04" ] }, { "handle": "npr_ed", "title": "NPR's Education Team", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.8307, "drivers": [ "A01", "A03", "A02", "G03", "P04" ] }, { "handle": "edsurge", "title": "EdSurge", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.8214, "drivers": [ "A03", "P04", "A01", "Q06", "J01" ] }, { "handle": "educationweek", "title": "Education Week", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8079, "drivers": [ "A03", "P04", "Q06", "A01", "B02" ] }, { "handle": "canva", "title": "Canva", "category": "Brands", "subcategory": "Technology", "similarity": 0.807, "drivers": [ "P04", "A03", "B02", "H01", "N04" ] }, { "handle": "onepeloton", "title": "Peloton", "category": "Brands", "subcategory": "Fitness", "similarity": 0.8046, "drivers": [ "A01", "A03", "A02", "G01", "J01" ] }, { "handle": "brenebrown", "title": "Brené Brown", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.8028, "drivers": [ "A01", "A02", "A03", "J01", "H01" ] }, { "handle": "thisissethsblog", "title": "Seth Godin", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.8016, "drivers": [ "A01", "A03", "A02", "G01", "J04" ] }, { "handle": "consumerreports", "title": "Consumer Reports", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.8001, "drivers": [ "A03", "A02", "A01", "J04", "G01" ] }, { "handle": "neatoday", "title": "NEA", "category": "Organizations", "subcategory": "Education", "similarity": 0.7994, "drivers": [ "A03", "P04", "F04", "P02", "B02" ] } ] }
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