Riverdale's ten nearest neighbors span actors, a beauty brand, a fashion brand, a tech personality, a musician, a reality TV star, and a lifestyle influencer — a mix that reflects a broad, fandom-oriented audience rather than a cluster of similar TV properties. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.89 indicates a very tight match.
Actors make up the largest single subcategory in the top 10, with Lili Reinhart (0.88), Jensen Ackles (0.87), Jared Padalecki (0.87), and Chandler Riggs (0.85) all placing in the set. The top position, however, belongs to IPSY (0.89), a beauty brand — the highest score in the group and a cross-kind result. Vspink (0.86), a fashion brand, also appears, giving the top 10 two consumer brands alongside the celebrity cluster. The remaining neighbors — Jacksepticeye (0.87), Niall Horan (0.86), Tana Mongeau (0.86), and Joey Graceffa (0.85) — span tech personalities, musicians, and lifestyle influencers respectively. No other TV shows appear in the top 10. The scores compress into a narrow band (0.85–0.89), consistent with the flat shape: no single neighbor dominates, and the audience overlaps are broadly distributed across celebrity and consumer-brand categories.
This pattern points to an audience defined less by TV consumption habits than by a fandom-and-lifestyle orientation that cuts across entertainment, beauty, and digital creator spaces.