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Want to live longer? Might be time to pack your bags.

A deep dive study by MIT researchers have found that retiring to certain parts of the country can have a positive effect on life expectancy, even when normalizing for disease.

“There’s a substantively important causal effect of where you live as an elderly adult on mortality and life expectancy across the United States,” says Amy Finkelstein, a professor in MIT’s Department of Economics and co-author of a newly published paper detailing the findings.

All told, the study found that many urban areas on the East and West Coasts — including New York City, San Francisco, and Miami — have positive effects on longevity for seniors moving there. Some Midwestern metro areas, including Chicago, also score well.

By contrast, a large swath of the deep South has negative effects on longevity for seniors moving there, including much of Alabama, Arkansas, Louisiana, and northern Florida. Much of the Southwest, including parts of Texas, Oklahoma, New Mexico, and Arizona, fares similarly poorly.

Indeed, the significance of place effects on life expectancy is also evident in another pattern the study found. Some locations — such as Charlotte, North Carolina — have a positive effect on longevity but still have low overall life expectancy, while other places — such as Santa Fe New Mexico — have high overall life expectancy, but a below-average effect on the longevity of seniors who move there.

Again, the life expectancy of an area’s population is not the same thing as that location’s effect on longevity. In places where, say, smoking is highly prevalent, population-wide longevity might be subpar, but other factors might make it a place where people of average health will live longer. The question is why.

“Our [hard] evidence is about the role of place,” Finkelstein says, while noting that the next logical step in this vein of research is to look for the specific factors at work. “We know something about Charlotte, North Carolina, makes a difference, but we don’t yet know what.”

With that in mind, Finkelstein, Gentzkow, and Williams, along with other colleagues, are working on a pair of new studies about health care practices to see what impact place-based differences may have; one study focuses on doctors, and the other looks at the prescription opioid epidemic.

In the background of this research is a high-profile academic and policy discussion about the impact of health care utilization. One perspective, associated with the Dartmouth Atlas of Health Care project, suggests that the large regional differences in health care use it has documented have little impact on mortality. But the current study, by quantifying the variable impact of place, suggest there may be, in turn, a bigger differential impact in health care utilization yet to be identified.

For her part, Finkelstein says she would welcome further studies digging into health care use or any other factor that might explain why different places have different effects on life expectancy; the key is uncovering more hard evidence, wherever it leads.

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