Centroid Analysis

Determining the center of gravity of demand to improve franchise territory performance.

What is Centroid Analysis

Centroid Analysis is a geospatial technique used to identify the central point of a defined market area or data distribution. When applied to franchising, the centroid often represents the “center of gravity” of customer demand, lead distribution, demographic variables or operational service points. It serves as a reference point when evaluating how well a franchise location aligns with its market’s greatest concentration of value.

A centroid can be calculated for an entire Protected Territory or for smaller data segments within it, such as revenue clusters or core service zones.


Why It Matters in Franchising

The distance between the centroid of customer demand and the actual franchise location directly affects operational efficiency and revenue capture. Understanding the centroid helps franchisors and franchisees:

• Confirm whether a site is positioned close enough to target customers
• Evaluate if a territory remains serviceable as demographics shift
• Detect boundary imbalance that may require future restructuring
• Optimize routing and travel times for field service brands
• Support location allocation in dense or multi-unit territories
• Strengthen Item Nineteen projections with spatial logic

A territory may appear well-sized but underperform if its commercial center is too far from the unit’s operating base.


How Centroid Analysis Works

The process begins with mapping the weighted distribution of a relevant variable such as:

• Customer addresses
• Estimated prospect households
• Key demographic segments
• Revenue contribution
• Commercial demand drivers

Each point is assigned magnitude. The centroid is then calculated as the statistical center of those points, not the geographic midpoint of the boundary. This distinction is crucial because customer value is rarely distributed evenly across a polygon.


Franchise Scenarios Where Centroid Analysis Is Critical

Centroid insights guide better decisions when:

• Evaluating whether a prospective site adequately serves population clusters
• Adjusting territories in growing or shifting markets
• Assessing cannibalization risk between two nearby units
• Supporting disputes about whether one franchisee is unfairly advantaged
• Validating that expansion strategies align with true market potential

It is especially powerful when layered with other methods such as Kernel Density Estimation or Catchment Modeling.


Site Selection and Expansion Strategy

In new markets, seasoned franchisors frequently use centroid analysis to:

• Compare multiple site options for distance to the market’s value center
• Ensure consistent accessibility across the entire Protected Territory
• Prioritize recruitment efforts in high-value market hubs
• Plan regional clustering to maximize shared demand coverage

Placing a site significantly off-center may increase operational cost while reducing conversion rates.


Legal and Governance Considerations

Territory fairness disputes often arise when:

• A franchisee believes a neighboring market is capturing disproportionately higher opportunity
• Demographic shifts and urban development change the demand center
• A boundary revision becomes necessary after system expansion

Centroid analysis provides objective evidence to evaluate claims on opportunity distribution within Item 12 constraints.

The technique itself does not determine contractual rights, but strengthens the rationale for decisions.


Related Terms

Drive Time Map
Isochrone
Isochrone Surface Modeling
Voronoi Partitioning
Franchise Territory
Catchment Modeling
Kernel Density Estimation
Lead to Territory Assignment


Related Features

Franchise Territory Mapping
Contact Mapping
Point of Interest Mapping


Related Blogs

How Far Will Customers Travel for Your Business?


Last updated: December 4, 2025