“…This partly reflects an increasing interest in various contextual effects at work on death risks and health inequalities, including social capital, walkability, local food environment, and smoking (e.g., Hanibuchi et al, 2011Hanibuchi et al, , 2012aHanibuchi et al, , 2012bHanibuchi et al, , 2015. The food desert problem, particularly for the elderly in relation to population ageing, can be considered the result of reduced social capital, as demonstrated in Iwama et al (2021). Some recent works have conducted multi-level analysis combining aggregated data and microdata.…”