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ASCD

Organizations
Education
Playground →Docs

Edutopia (0.96) and Education Week Teacher (0.96) sit at nearly identical heights atop ASCD's neighbor set — a genuine two-peak structure where the audience bridges an education nonprofit and an educator-facing media property at essentially the same pull. That near-tie at the top is the defining feature of this graph.

Below those two peaks, the top 10 forms a tight cluster of education-world entities. Discovery Education (0.95) and EdTech K-12 Magazine (0.94) extend the pattern, followed by MindShift (0.93), Google for Education (0.91), and education academic George Couros (0.91). Rounding out the ten are TechLearning (0.89), Teacher2Teacher (0.88), and We Are Teachers (0.88). By subcategory, the top 10 breaks down as four Education organizations, two Websites, one Magazine, one Blog, one Tools and Resources property, and one Academic — a mix that spans media format but stays entirely within the educator professional ecosystem. No sports, entertainment, or consumer brand neighbors appear in the top 10 at all.

The shape here is a same-kind cluster with unusual density: ASCD's audience looks almost exclusively like the audiences of other educator-facing organizations and media, with scores compressed in a narrow band from 0.88 to 0.96, signaling a highly specialized professional audience with little crossover into adjacent interest spaces at this tier.

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": "ascd", "title": "ASCD", "category": "Organizations", "subcategory": "Education", "resolved": "ascd", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "edutopia", "title": "Edutopia", "category": "Organizations", "subcategory": "Education", "similarity": 0.9568, "drivers": [ "C02", "N03", "B01", "E06", "Q08" ] }, { "handle": "edweekteacher", "title": "Education Week Teacher", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9557, "drivers": [ "C02", "N03", "B01", "E06", "Q08" ] }, { "handle": "discoveryed", "title": "Discovery Education", "category": "Organizations", "subcategory": "Education", "similarity": 0.9467, "drivers": [ "C02", "N03", "E06", "B01", "I01" ] }, { "handle": "edtech_k12", "title": "EdTech K-12 Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.936, "drivers": [ "C02", "F04", "N03", "B01", "P03" ] }, { "handle": "mindshiftkqed", "title": "MindShift", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.9292, "drivers": [ "N03", "C02", "B01", "A04", "E06" ] }, { "handle": "googleforedu", "title": "Google for Education", "category": "Miscellaneous", "subcategory": "Tools and Resources", "similarity": 0.9107, "drivers": [ "C02", "N03", "B01", "A04", "Q08" ] }, { "handle": "gcouros", "title": "George Couros", "category": "Celebrities and Influencers", "subcategory": "Academics", "similarity": 0.9098, "drivers": [ "C02", "N03", "I01", "E06", "A05" ] }, { "handle": "techlearning", "title": "TechLearning", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.8858, "drivers": [ "N03", "C02", "Q06", "A04", "Q08" ] }, { "handle": "teacher2teacher", "title": "Teacher2Teacher", "category": "Organizations", "subcategory": "Education", "similarity": 0.8828, "drivers": [ "C02", "N03", "F04", "I01", "E06" ] }, { "handle": "weareteachers", "title": "We Are Teachers", "category": "Organizations", "subcategory": "Education", "similarity": 0.8753, "drivers": [ "C02", "E06", "B01", "I01", "Q01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: