It has been established for several decades that the spatial distribution of chronic disease, including obesity, co-varies with spatial variation in the characteristics of populations and population context , , . The article by Fitzpatrick et al.  asserts extending this substantial literature by showing such relations for 500 cities in the U.S. The letter by Feldman, in this issue, commendable for logic and conciseness, critiques this claim on methodological grounds. Feldman’s point can be restated thus: Fitzpatrick et al.’s conclusion, “… a clear connection between obesity prevalence, income inequality, and racial and ethnic population composition across census tracts in the 500 largest U.S. cities” is inconsequential as an artefact reflecting the use of these variables in the estimation of the obesity prevalence rates with which they were found to be associated.