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Firms remain divided about the value of the office for “office” workers. Some firms think that their employees are more productive when working from home. Others believe that the office is a key place for investing in workers’ skills. In this post, which is based on a recent working paper, we examine whether both sides could be right: Could working in the office facilitate investments in workers’ skills for tomorrow that diminish productivity today?

We examine the impact of proximity to coworkers on workers’ productivity and mentorship in the context of software engineers at a Fortune 500 firm. The firm shared data with us on the number of programs engineers write and the text of the feedback they receive on their computer code. As is industry standard, software engineers review one another’s code online prior to deployment. This peer review process not only aids in identifying bugs but also helps teach engineers how to write better code in the future. Thus, this feedback gives us a concrete measure of mentorship.

At the firm, engineers varied in their proximity to one another even before COVID-19. The firm has two buildings on its main engineering campus, several blocks apart. Prior to COVID-19, some teams were assigned desks all in one building, while others spanned the buildings. Desk positions alter team dynamics. When the offices were open, engineers on one-building teams held daily stand-up meetings in person. For engineers on multi-building teams, these meetings usually occurred online. As a result, these teams operated more like remote teams even when the offices were open. To identify the causal effects of proximity, we compare the differences between one- and multi-building teams when the offices were open and the differential changes when the offices were closed.

Effects of Proximity on Mentorship

We find that proximity increases mentorship. While offices were open, engin