The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research.

Nielsen is not responsible for, had no role in, and was not involved in analyzing and preparing the results reported herein. The conclusions drawn from the Nielsen data are those of the researchers and do not reflect the views of Nielsen. The results here are in part based on researchers' own analyses calculated (or derived) based in part on data from The Nielsen Company (US), LLC and marketing databases provided through the Nielsen Datasets at the Kilts Center for Marketing Data Center at The University of Chicago Booth School of Business. Tian Gao worked on this project as a graduate student at the University of Michigan. Laura Zhao worked on this project as a graduate student and then subsequently as a post doc at the University of Maryland. Sloan Foundation and the additional support of the Michigan Institute for Data Science and the Michigan Institute for Teaching and Research in Economics. We acknowledge financial support of the Alfred P. Transportation Economics in the 21st Century.Training Program in Aging and Health Economics.The Roybal Center for Behavior Change in Health.Retirement and Disability Research Center.Measuring the Clinical and Economic Outcomes Associated with Delivery Systems.Improving Health Outcomes for an Aging Population.Early Indicators of Later Work Levels, Disease and Death Keywords: hedonic pricing, peri-urban, environmental valuation, land values, conservation land.Conference on Research in Income and Wealth.Boosting Grant Applications from Faculty at MSIs.Productivity, Innovation, and Entrepreneurship.International Finance and Macroeconomics.

Hedonic pricing