"Scoring" is a broad term... compared to what? What does "good" mean? It can get quite philosophical when evaluating an unlimited set of paths forward.
Any score is only as meaningful as the data that goes into it, and by having a clear relationship between the score and the ultimate outcome.
The below is a 5 minute read (and 15 second video) on scoring a franchise system and is intended for the following audiences to answer questions such as:
The franchise signal disclosure score is one "simple" measure:
Of all of the franchised outlets that operated at any point during a brand's filing year, how many were included in a revenue per outlet measure (median and/or average) in a brand's Item 19 financial performance representations?
"Surely a brand has a table of anonymized revenue by outlet? They do charge royalties to every franchisee outlet based on percentage of revenue after all?"
Take for example Crumbl with a 2026 Franchise Signal disclosure score of 70%.
776 of their units 1,112 franchise units open at one point during FY 2025 are disclosed in their Item 19 financial performance representations.
What happened to the other 336 units that were open at one point during the year? Why are they not included in the numerator?

With thousands of brands across restaurants, fitness concepts, or home services - the only real denominator tying all of these together under one umbrella is the franchise business model and the legal entities and relationships between franchisor and franchisee.
So any score created that tries to "judge" a bakery, a gym, and a plumbing business with one number is inherently limited as they all have very different operations and economics.
Location and market also play a large role. The same business could perform well in a specific region or local area, but struggle nationally. An FDD will not tell you how saturated your local market is.
Operator Profile - who is running this business and what is their (ideally related industry) background?
What are all of the other "signals" that go into a score?
The list goes on and on as to factors that are helpful to consider.
The factors that are important to evaluate for any franchise system are well tracked and highlighted:
The Franchise Signal Disclosure score offers an additional metric for diligence and financial review consideration of any given franchise system.
The specifics of the score and several examples are published in detail on the Franchise Signal site. https://www.franchisesignal.com/disclosure-score
Edge cases (affiliate vs franchisee, fast growth and high churn considerations, no Item 19 FPR, non-revenue metrics, operator to unit ambiguity) are outlined and reviewed in detail.
One important consideration is that the score is reproducible by anyone with the FDD for that brand and filing year. The mechanics and edge cases of the numerator get complex, but the rules are repeatable across FDDs.
If you would like to see a specific score or the aggregated stats and data from hundreds of brands, please get in touch. https://www.franchisesignal.com/