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EdSurge

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EdSurge's top 10 neighbors split into two distinct audience neighborhoods: an education-media cluster and a business-author cluster, with neither fully dominating.

The shape is two-peak. On one side, TED-Ed (0.90) and Education Week (0.89) anchor a group of education-oriented entities — joined further down by NEA (0.85), School Library Journal (0.85), and Khan Academy (0.84). Three of these five carry the subcategory Education (Organizations), while the other two are Magazines and a Magazine respectively — all tightly focused on the K–12 and higher-ed media space. On the other side, Daniel Pink (0.89), Simon Sinek (0.88), and Seth Godin (0.83) form a cluster of Authors whose audiences overlap substantially with EdSurge's — suggesting a meaningful share of EdSurge's audience also follows business and leadership writers. U.S. News Education (0.88), a News Publisher, sits between the two peaks, bridging institutional education coverage and professional-development readership. The one structural surprise in the top 10 is Cosmetic Services (0.84), a Services entity with no thematic connection to either cluster — its presence reflects audience shape, not subject matter.

The two-peak pattern reveals an audience that is simultaneously embedded in formal education media and drawn to professional self-improvement content — a combination consistent with a readership of educators who also consume leadership and productivity literature.

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": "edsurge", "title": "EdSurge", "category": "Marketing Channels", "subcategory": "Websites", "resolved": "edsurge", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "ted_ed", "title": "TED-Ed", "category": "Organizations", "subcategory": "Education", "similarity": 0.899, "drivers": [ "A04", "A03", "P04", "Q05", "N03" ] }, { "handle": "danielpink", "title": "Daniel Pink", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.8893, "drivers": [ "A01", "A04", "A03", "J01", "G01" ] }, { "handle": "educationweek", "title": "Education Week", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8884, "drivers": [ "A04", "A03", "P04", "A01", "Q06" ] }, { "handle": "simonsinek", "title": "Simon Sinek", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.8841, "drivers": [ "A04", "A01", "A03", "J01", "N03" ] }, { "handle": "usnewseducation", "title": "U.S. News Education", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.878, "drivers": [ "A03", "A04", "A01", "Q05", "P04" ] }, { "handle": "neatoday", "title": "NEA", "category": "Organizations", "subcategory": "Education", "similarity": 0.8509, "drivers": [ "A03", "A04", "F04", "P06", "P04" ] }, { "handle": "sljournal", "title": "School Library Journal", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8476, "drivers": [ "A04", "A03", "N03", "P04", "J01" ] }, { "handle": "smartbrief", "title": "SmartBrief", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.8469, "drivers": [ "A03", "A04", "A06", "J01", "A01" ] }, { "handle": "cosmetic-services", "title": "Cosmetic Services", "category": "Services", "subcategory": "Cosmetic Services", "similarity": 0.8411, "drivers": [ "A04", "A03", "A01", "J01", "A05" ] }, { "handle": "khanacademy", "title": "Khan Academy", "category": "Organizations", "subcategory": "Education", "similarity": 0.8387, "drivers": [ "A03", "A06", "N03", "A01", "A02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: