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  \title{Place-Making or Consumer-Making: \\ The Role of Amenities in Shaping Consumption Patterns\thanks{We thank seminar participants at the University of Chicago, Marketing Science Conference (XXXX, 2021), and the Virtual Quant Marketing Seminar. We thank Joel Byman, Yaoyang Lin, and xxx for research assistance. Researcher(s)' own analyses calculated (or derived) based in part on data from Nielsen Consumer LLC and marketing databases provided through the NielsenIQ Datasets at the Kilts Center for Marketing Data Center at The University of Chicago Booth School of Business. The conclusions drawn from the NielsenIQ data are those of the researcher(s) and do not reflect the views of NielsenIQ. NielsenIQ is not responsible for, had no role in, and was not involved in analyzing and preparing the results reported herein.}}
  \author{Tomomichi Amano\thanks{Harvard University, Harvard Business School,  \href{mailto:tamano@hbs.edu}{tamano@hbs.edu}} \, and Kristina Brecko\thanks{University of Rochester, Simon Business School, \href{mailto:kristina.brecko@simon.rochester.edu}{kristina.brecko@simon.rochester.edu}}}
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  A number of recent studies have highlighted the integral role local amenities play in determining in which cities and neighborhoods households decide to reside as well as the extent to which shifting demographics of neighborhoods shape the provision of local amenities in cities and neighborhoods \cite{Kuminoffetal:2013},
  
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