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MAC Cosmetics' nearest audiences span apparel, dining, and accessories — with no other Beauty and Cosmetics brand appearing in the top 10 neighbors at all.
The shape is broad: the top 10 scores run from 0.90 down to 0.84, a tight band with no single dominant neighbor pulling away from the rest. Similarity here measures how closely two entities' audiences resemble each other in composition — not how related the entities are. Lucky Brand leads at 0.90, followed by Abercrombie at 0.87, Samsonite at 0.87, Hugo Boss at 0.87, and Sunglass Hut at 0.87. All five sit in the Apparel category — General, Jewelry and Accessories, and Eyewear subcategories. The remaining five neighbors continue that pattern: Cole Haan (0.85) and Pandora (0.85) are Apparel, while California Pizza Kitchen (0.85) and The Cheesecake Factory (0.84) are Casual Dining, and ALDO (0.84) is Apparel Footwear. Eight of the ten neighbors are Apparel; two are Casual Dining restaurants. The center entity's own subcategory — Beauty and Cosmetics — does not appear once in the top 10.
That cross-kind pattern is the defining structural fact here: MAC Cosmetics draws an audience whose shape is most closely mirrored by mid-tier apparel and accessories brands and sit-down restaurant chains, not by other cosmetics retailers.
