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Abstract: "We document that, after remaining almost constant for almost 30 years, real labor productivity at U.S. restaurants surged over 15% during the COVID pandemic. This surge has persisted even as many conditions have returned to pre-pandemic levels. Using mobile phone data tracking visits and spending at more than 100,000 individual limited service restaurants across the country, we explore the potential sources of the surge. It cannot be explained by economies of scale, expanding market power, or a direct result of COVID-sourced demand fluctuations. The restaurants’ productivity growth rates are strongly correlated, however, with reductions in the amount of time their customers spend in the establishments, particularly with a rising share of customers spending 10 minutes or less. The frequency of such ‘take-out’ customers rose considerably during COVID, even at fast food restaurants, and never went back down. The magnitude of the restaurant-level relationship between productivity and customer dwell time, if applied to the aggregate decrease in dwell time, can explain almost all of the aggregate productivity increase in our sample."

Huh. Interesting!

The finding is consistent with both the changes, since the pandemic, in my own eating-out habits and the behavior of other customers I see at restaurants I visit regularly.

Nonetheless, seeing it validated with an analysis of largish-scale data is worth the read.

The question is whether eating-out habits have permanently changed, or whether they will eventually revert to pre-pandemic patterns.

Thank you for sharing this on HN!



A lot of the change in behavior probably corresponds to more work from home and social isolation. I haven't been to a sit down restaurant in over 5 years, but I still grab a to go meal about once a quarter. With inflation, I'm less price sensitive too when I buy my quarterly big mack, so I go for it and supersize, may get mcnuggets too. So work from home and inflation probably factor in.


I don't think the number of takeout orders will reduce much unless restaurants need a reason to seat customers. Many restaurants didn't have good or any pickup systems prior to COVID and many users hadn't experienced the ease and cost benefits of app-based ordering (reward programs, etc).




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