Insights

Thinking on retail site selection, trade areas, and expansion data.

Practical perspectives from practitioners. No fluff, no sponsored content.

Site Selection in Urban Markets and Dense Neighborhoods

Dense urban markets punish the standard fixed-radius trade area model. Walk-time polygons and layered mobility data are not optional here; they are the difference between a viable and a failed location.

Marcus Webb

Cannibalization Risk: How to Model It Before You Sign

Chains know cannibalization happens. The ones that expand well model it explicitly before committing to a location, not after the first year of sales transfer shows up in the numbers.

Priya Natarajan

What Census Data Misses About Retail Location

Census data describes who lives near a candidate location. It says almost nothing about who shops near one. That is the gap mobility and transaction data exists to fill.

Priya Natarajan

From Gut Feel to Data: Specialty Chain Expansion

Specialty retail chains often start with founder instinct on location. The ones that scale past 20 locations without a site selection crisis are the ones that replaced that instinct with a repeatable model early.

Clyde Anderson

How Growing Chains Evaluate Local Demand Before Opening

The difference between a location with strong foot traffic and one with genuine unmet demand for your category is what separates profitable opens from underperformers. Here is how chains measure the difference.

Clyde Anderson

The Hidden Cost of Cannibalization in Multi-Location Retail

Chains undercount cannibalization because they measure it at the location level, not the portfolio level. The systemic revenue drag from a pattern of overlapping trade areas is larger than most expansion teams realize.

Marcus Webb

Why Foot Traffic Alone Does Not Tell You Where to Open

High foot traffic tells you people are nearby. It does not tell you whether they will come to your store, whether there is unmet demand for your category, or what your nearest existing location would lose if you opened. You need all three.

Clyde Anderson