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The top 10 nearest neighbors for American Eagle Outfitters span six distinct subcategories — no single kind dominates, and the spread runs from sporting goods retail to hair salons to a bookstore chain.
The shape is broad: scores range from 0.88 down to 0.81 across the top 10, with no single neighbor pulling far ahead of the rest. Dick's Sporting Goods leads at 0.88, a sporting goods retailer — not another apparel brand. Francesca's (0.85, women's apparel) is the closest same-kind neighbor by subcategory, followed by Hobbies, Gifts & Crafts (0.84) and Barnes and Noble (0.83, bookstores). Sport Clips (0.83) and Hair Salons & Barber Shops (0.81) represent personal care services. Sleep Number (0.83, furniture) and Crumbl Cookies (0.81, fast casual dining) extend the mix further into home goods and food. Bath & Body Works (0.81, beauty and cosmetics) and athlete Alex Morgan (0.81) round out the ten.
Of the top 10, only Francesca's shares American Eagle's General Apparel subcategory — and even that is women's apparel specifically. The remaining nine neighbors are drawn from retail, services, restaurants, and celebrity athletes. Old Navy (0.81, General Apparel) sits just outside the top 10 in position 11, confirming that same-kind apparel brands are present but not dominant in this audience's shape.
The breadth of this neighbor set — spanning sporting goods, hair care, bookstores, furniture, and fast casual dining — points to an audience whose composition is defined less by apparel affinity than by a wide-ranging consumer lifestyle pattern.
