Thanks so much for posting! I also agree that neighborhood walkability is a very good contextual variable. As far as measuring walkability, I know that there are studies that have addressed this (Creatore et al, Association of neighborhood walkability with change in overweight, obesity, and diabetes. JAMA 2016;315:2211-2220).