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Across Bob's Big Boy's ten nearest neighbors, not one is another casual dining restaurant — the top 10 are entirely composed of gas stations, banks, grocery stores, hardware retailers, and pharmacies. That cross-kind pattern is the defining structural feature of this audience shape.
The shape is broad, with scores ranging from 0.86 down to 0.78 across all ten neighbors — a relatively tight band with no single dominant pull. Irving Oil leads at 0.86, followed by Community Bank at 0.82 and Aubuchon Hardware at 0.82. Gas stations account for three of the ten slots — Irving Oil, Par Mar Stores (0.80), and Kwik Fill (0.78) — making them the most represented subcategory. Banks take two slots: Community Bank and NBT Bank (0.81). The remaining four positions go to Fine Wine and Good Spirits (0.78, alcoholic beverages retail), Label Shopper (0.78, apparel), Hannaford Pharmacy (0.78, pharmacy), and Hannaford Supermarkets (0.78, grocery). The cluster reads as regional, everyday-errand infrastructure — the kinds of businesses that anchor small-town and suburban commercial strips rather than destination retail or dining.
The absence of other casual dining brands in the top 10 suggests Bob's Big Boy's audience is shaped less by restaurant-going behavior than by a broader pattern of routine, community-anchored commerce.
