Sigma Beauty's ten nearest neighbors span beauty brands, musicians, actors, athletes, and a fictional character — with no single cluster pulling far ahead of the others.

Similarity here measures how closely two entities' audiences resemble each other in composition. The shape is flat: scores run from 0.90 down to 0.86 across the top 10, a narrow band with no dominant outlier. The three beauty brands at the top — LORAC Los Angeles (0.90), Benefit Cosmetics US (0.89), and KVD Vegan Beauty (0.88) — are the only same-kind neighbors in the set. From position four onward, the neighbors shift entirely to other subcategories: Linkin Park (0.88) and Avril Lavigne (0.87) as Musicians and Bands, Thor (0.87) as a Fictional Character, Georges St-Pierre (0.87) as an Athlete, Nina Dobrev (0.87) and Miranda Cosgrove (0.87) as Actors, and Disney Channel (0.86) as a TV Channel. That cross-kind spread — rock acts, combat sports figures, young-adult actors, and a superhero — sitting within a few hundredths of the top beauty neighbors is the defining structural feature of this data.

The flat shape and wide subcategory mix indicate an audience whose composition is shared broadly across entertainment and lifestyle properties, not concentrated within the beauty category alone.