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George Couros

Celebrities and Influencers
Academics
Playground →Docs

The top 10 neighbors for George Couros span education organizations, ed-tech tools, authors, and — at position 10 — a golf athlete, with no single neighbor pulling far ahead of the rest. That broad, even spread is the defining structural feature here.

Dave Burgess (0.96) is the strongest signal, followed closely by We Are Teachers (0.92), ASCD (0.91), and Todd Whitaker (0.90). Four of the top 10 neighbors carry an Education subcategory — We Are Teachers, ASCD, Discovery Education, and Edutopia — while Google for Education (0.89) adds a Tools and Resources entry. Two neighbors are Authors: Dave Burgess and Jon Gordon (0.86). Todd Whitaker is the only other Academic in the top 10. The remaining two slots go to Education Week Teacher (0.87) and TechLearning (0.86), both Websites — and then Paige Spiranac (0.86), an Athlete, as the sole non-education neighbor in the set.

That last entry is the structural outlier: nine of the top 10 neighbors are anchored in education publishing, ed-tech, or education-adjacent authorship, yet the tenth is a sports personality with no apparent thematic connection — a reminder that audience shape and subject matter are independent. The overall picture is a tightly coherent education-professional audience with enough breadth that no single neighbor dominates.

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": "gcouros", "title": "George Couros", "category": "Celebrities and Influencers", "subcategory": "Academics", "resolved": "gcouros", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "burgessdave", "title": "Dave Burgess", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9602, "drivers": [ "C02", "N03", "I01", "L02", "Q01" ] }, { "handle": "weareteachers", "title": "We Are Teachers", "category": "Organizations", "subcategory": "Education", "similarity": 0.9153, "drivers": [ "C02", "Q01", "I01", "G03", "G01" ] }, { "handle": "ascd", "title": "ASCD", "category": "Organizations", "subcategory": "Education", "similarity": 0.9098, "drivers": [ "C02", "N03", "I01", "E06", "A05" ] }, { "handle": "toddwhitaker", "title": "Todd Whitaker", "category": "Celebrities and Influencers", "subcategory": "Academics", "similarity": 0.8955, "drivers": [ "C02", "L02", "N03", "I01", "Q01" ] }, { "handle": "googleforedu", "title": "Google for Education", "category": "Miscellaneous", "subcategory": "Tools and Resources", "similarity": 0.891, "drivers": [ "C02", "Q01", "N03", "I01", "A05" ] }, { "handle": "discoveryed", "title": "Discovery Education", "category": "Organizations", "subcategory": "Education", "similarity": 0.8876, "drivers": [ "C02", "N03", "A05", "Q01", "I01" ] }, { "handle": "edutopia", "title": "Edutopia", "category": "Organizations", "subcategory": "Education", "similarity": 0.883, "drivers": [ "C02", "N03", "A05", "Q01", "I01" ] }, { "handle": "edweekteacher", "title": "Education Week Teacher", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.865, "drivers": [ "C02", "N03", "Q01", "E06", "P03" ] }, { "handle": "techlearning", "title": "TechLearning", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.8627, "drivers": [ "C02", "N03", "A05", "Q01", "I01" ] }, { "handle": "paigespiranac", "title": "Paige Spiranac", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8623, "drivers": [ "L02", "C02", "A05", "Q01", "B03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: