A policy to subsidize neighborhood supermarkets is the center of a report by Rummo et al 1 about a New York City (NYC), New York, initiative titled Food Retail Expansion to Support Health (FRESH). Given tax and zoning incentives, FRESH supermarkets are required to have a greater proportion of their store dedicated to fresh produce and grocery products. The program aims to amplify consumers' ability to buy affordable, healthy foods. While the FRESH program did not have any meaningful association with changes in the grocery habits of adults and children, 2,3 among individuals who lived within 0.50 miles of a FRESHsubsidized supermarket, there was an increase in selfreported intake of healthy foods and decreased intake of "unhealthy foods." 4 The authors of the current study 1 therefore assessed whether living in proximity to a FRESH supermarket (within 0.50 miles, treatment group) was associated with likelihood of obesity and body mass index (BMI) z score change in students in kindergarten through 12th grade compared with students living further away (>0.50 miles, control group). In the student sample, BMI z score decreased to a greater degree in the treatment group than the control group. There was also about a 1% greater decrease in the likelihood of obesity in the treatment group. Rummo et al 1 conclude their report by suggesting proximity to a FRESH supermarket "may contribute to a decrease in childhood obesity risk." But does a small (albeit statistically significant) association really suggest an important causal relationship? Indeed, Hill 5 cautioned us to consider several aspects when considering inferring causation from association, noting that smaller associations were more plausibly due to small unknown biases than were large associations.Discussions on treatment of obesity have often focused on food deserts, arguing that when individuals lack easy access to fresh fruits and vegetables, they consume a poorer-quality diet and consequently have increased rates of obesity. Yet data show that when access to grocery stores improves, there is little to no change in body weight and obesity prevalence, despite increased access to healthier foods. 6 A meta-analysis of interventions on the food environment of small food stores in lowincome neighborhoods found that despite improving access to fruits and vegetables and observing improvement in food-and health-related knowledge, there was no significant association with BMI. 7 Similarly, an examination of farmers in Chile, a group with increased availability and access to fruits and vegetables, found that this access was not associated with reduced BMI and that their BMI was in fact, on average, higher than in the general population. 8