Playground →
Baskin Robbins sits at the top of BJ's Wholesale Club's similarity graph at 0.83 — a dessert chain as the nearest neighbor to a membership warehouse retailer. That cross-kind pairing sets the tone for a top 10 that bridges two distinct audience neighborhoods.
The shape here is two-peak. One cluster pulls toward everyday retail and services: The Home Depot at 0.82, Marshalls at 0.77, CVS Pharmacy at 0.77, and Macy's at 0.75 — a mix of home improvement, off-price apparel, pharmacy, and department store subcategories. The second cluster anchors around food and confectionery: Baskin Robbins and Carvel (0.80) both fall under Bakeries, Desserts and Confectioneries, and Bakeries, Desserts & Confectioneries as a category aggregate appears at 0.75. These two neighborhoods — practical household retail on one side, accessible treat-oriented food on the other — are the structural finding.
Rounding out the top 10 are Volkswagen at 0.77, 1iota at 0.76, Bank of America at 0.76, and LA Fitness at 0.75. The automotive, financial, and fitness subcategories add breadth without forming a third cluster. Notably, Target — the only other Big Box Retailer in the top 10 — sits just outside at position 12 in the full results, while Costco, the most direct warehouse analog, scores 0.71, well below the dessert chains. The audience BJ's draws looks less like its own warehouse-retail category and more like a broad suburban consumer base that spans home goods, food treats, and financial services.
