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Opening Hours and Consumer Behavior: Evidence from GPS Data and Deregulation

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Listed:
  • Javier D. Donna
  • Marit Hinnosaar
  • Toomas Hinnosaar
  • Andre Trindade

Abstract

In 2019, North Dakota repealed its Sunday closing law, which had required most non-grocery stores to close between midnight and noon. Using this policy change and consumer GPS data, we study the impact of opening hours on shopping behavior and welfare. We compare visits before and after the repeal in North Dakota and neighboring states using difference-in-differences and event-study designs. The repeal caused a large increase in Sunday morning visits, originating partly from intertemporal, store-type, and cross-border substitution. The closing law's welfare loss is equivalent to increasing the travel distance to affected stores by about 1.4 miles per consumer.

Suggested Citation

  • Javier D. Donna & Marit Hinnosaar & Toomas Hinnosaar & Andre Trindade, 2026. "Opening Hours and Consumer Behavior: Evidence from GPS Data and Deregulation," Papers 2606.22564, arXiv.org.
  • Handle: RePEc:arx:papers:2606.22564
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    1. Øyvind Thomassen & Howard Smith & Stephan Seiler & Pasquale Schiraldi, 2017. "Multi-category Competition and Market Power: A Model of Supermarket Pricing," American Economic Review, American Economic Association, vol. 107(8), pages 2308-2351, August.
    2. Howard Smith, 2006. "Store Characteristics in Retail Oligopoly," RAND Journal of Economics, The RAND Corporation, vol. 37(2), pages 416-430, Summer.
    3. Mark Aguiar & Erik Hurst, 2005. "Consumption versus Expenditure," Journal of Political Economy, University of Chicago Press, vol. 113(5), pages 919-948, October.
    4. Charlotte B Evensen & Frode Steen & Simen A Ulsaker, 2024. "Co-Location, Good, Bad, or Both: How do New Entries of Discount Variety Stores Affect Local Grocery Businesses?," Journal of the European Economic Association, European Economic Association, vol. 22(4), pages 1798-1843.
    5. Jerry Hausman & Ephraim Leibtag, 2007. "Consumer benefits from increased competition in shopping outlets: Measuring the effect of Wal-Mart," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(7), pages 1157-1177.
    6. Johansson, Per & Pekkarinen, Tuomas & Verho, Jouko, 2014. "Cross-border health and productivity effects of alcohol policies," Journal of Health Economics, Elsevier, vol. 36(C), pages 125-136.
    7. Nicholas Buchholz & Laura Doval & Jakub Kastl & Filip Matejka & Tobias Salz, 2025. "Personalized Pricing and the Value of Time: Evidence From Auctioned Cab Rides," Econometrica, Econometric Society, vol. 93(3), pages 929-958, May.
    8. Lucia Rizzica & Giacomo Roma & Gabriele Rovigatti, 2023. "The Effects of Deregulating Retail Operating Hours: Empirical Evidence from Italy," Journal of Law and Economics, University of Chicago Press, vol. 66(1), pages 21-52.
    9. Yuhei Miyauchi & Kentaro Nakajima & Stephen J Redding, 2025. "The Economics of Spatial Mobility: Theory and Evidence Using Smartphone Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 140(4), pages 2507-2570.
    10. Ellickson, Paul B. & Grieco, Paul L.E., 2013. "Wal-Mart and the geography of grocery retailing," Journal of Urban Economics, Elsevier, vol. 75(C), pages 1-14.
    11. Marco J. W. Kotschedoff & Liliana Kowalczyk & Els Breugelmans, 2025. "The persistence of grocery shopping behavior and retailer choice: Evidence from a major labor strike," Quantitative Marketing and Economics (QME), Springer, vol. 23(3), pages 447-490, September.
    12. Matthew Harding & Ephraim Leibtag & Michael F. Lovenheim, 2012. "The Heterogeneous Geographic and Socioeconomic Incidence of Cigarette Taxes: Evidence from Nielsen Homescan Data," American Economic Journal: Economic Policy, American Economic Association, vol. 4(4), pages 169-198, November.
    13. Sobolev, Anton & Chen, M. Keith & Joo, Jungseock & Steinert-Threlkeld, Zachary C., 2020. "News and Geolocated Social Media Accurately Measure Protest Size Variation," American Political Science Review, Cambridge University Press, vol. 114(4), pages 1343-1351, November.
    14. Alon Eizenberg & Saul Lach & Merav Oren-Yiftach, 2021. "Retail Prices in a City," American Economic Journal: Economic Policy, American Economic Association, vol. 13(2), pages 175-206, May.
    15. Aviv Nevo & Arlene Wong, 2019. "The Elasticity Of Substitution Between Time And Market Goods: Evidence From The Great Recession," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 60(1), pages 25-51, February.
    16. Asplund, Marcus & Friberg, Richard & Wilander, Fredrik, 2007. "Demand and distance: Evidence on cross-border shopping," Journal of Public Economics, Elsevier, vol. 91(1-2), pages 141-157, February.
    17. Richard Friberg & Frode Steen & Simen A. Ulsaker, 2022. "Hump-Shaped Cross-Price Effects and the Extensive Margin in Cross-Border Shopping," American Economic Journal: Microeconomics, American Economic Association, vol. 14(2), pages 408-438, May.
    18. Charles Murry & Yiyi Zhou, 2020. "Consumer Search and Automobile Dealer Colocation," Management Science, INFORMS, vol. 66(5), pages 1909-1934, May.
    19. Howard Smith, 2004. "Supermarket Choice and Supermarket Competition in Market Equilibrium," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(1), pages 235-263.
    20. Rebecca Taylor & Sofia B. Villas-Boas, 2016. "Food Store Choices of Poor Households: A Discrete Choice Analysis of the National Household Food Acquisition and Purchase Survey (FoodAPS)," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 98(2), pages 513-532.
    21. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    22. David A. Matsa, 2011. "Competition and Product Quality in the Supermarket Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(3), pages 1539-1591.
    23. Jacobsen, Joyce P. & Kooreman, Peter, 2005. "Timing constraints and the allocation of time: The effects of changing shopping hours regulations in The Netherlands," European Economic Review, Elsevier, vol. 49(1), pages 9-27, January.
    24. Jonathan Gruber & Daniel M. Hungerman, 2008. "The Church Versus the Mall: What Happens When Religion Faces Increased Secular Competition?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(2), pages 831-862.
    25. Paul B. Ellickson & Paul L.E. Grieco & Oleksii Khvastunov, 2020. "Measuring competition in spatial retail," RAND Journal of Economics, RAND Corporation, vol. 51(1), pages 189-232, March.
    26. Koster, Hans R.A. & Pasidis, Ilias & van Ommeren, Jos, 2019. "Shopping externalities and retail concentration: Evidence from dutch shopping streets," Journal of Urban Economics, Elsevier, vol. 114(C).
    27. Howard Smith, 2006. "Store characteristics in retail oligopoly," RAND Journal of Economics, RAND Corporation, vol. 37(2), pages 416-430, June.
    28. Gabriel E. Kreindler & Yuhei Miyauchi, 2023. "Measuring Commuting and Economic Activity inside Cities with Cell Phone Records," The Review of Economics and Statistics, MIT Press, vol. 105(4), pages 899-909, July.
    29. Luigi Paciello & Andrea Pozzi & Nicholas Trachter, 2019. "Price Dynamics With Customer Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 60(1), pages 413-446, February.
    30. Danny Cohen-Zada & William Sander, 2011. "Religious Participation versus Shopping: What Makes People Happier?," Journal of Law and Economics, University of Chicago Press, vol. 54(4), pages 889-906.
    31. Hindriks, Jean & Serse, Valerio, 2019. "Heterogeneity in the tax pass-through to spirit retail prices: Evidence from Belgium," Journal of Public Economics, Elsevier, vol. 176(C), pages 142-160.
    32. M. Keith Chen & Devin G. Pope, 2020. "Geographic Mobility in America: Evidence from Cell Phone Data," NBER Working Papers 27072, National Bureau of Economic Research, Inc.
    33. David R. Bell & James M. Lattin, 1998. "Shopping Behavior and Consumer Preference for Store Price Format: Why “Large Basket” Shoppers Prefer EDLP," Marketing Science, INFORMS, vol. 17(1), pages 66-88.
    34. Kerwin Kofi Charles & Jonathan Guryan & Kyung H. Park, 2025. "Consumer Sentiment Towards Asians in the Early Days of the Covid-19 Pandemic," NBER Working Papers 33831, National Bureau of Economic Research, Inc.
    35. Paul, Annemarie, 2015. "After work shopping? Employment effects of a deregulation of shop opening hours in the German retail sector," European Economic Review, Elsevier, vol. 80(C), pages 329-353.
    36. Emek Basker, 2007. "The Causes and Consequences of Wal-Mart's Growth," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 177-198, Summer.
    37. Susan Athey & David Blei & Robert Donnelly & Francisco Ruiz & Tobias Schmidt, 2018. "Estimating Heterogeneous Consumer Preferences for Restaurants and Travel Time Using Mobile Location Data," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 64-67, May.
    38. Jeffrey R. Campbell & Beverly Lapham, 2004. "Real Exchange Rate Fluctuations and the Dynamics of Retail Trade Industries on the U. S.-Canada Border," American Economic Review, American Economic Association, vol. 94(4), pages 1194-1206, September.
    39. Miguel Ángel Talamas Marcos, 2025. "Surviving Competition: Neighbourhood Shops versus Convenience Chains," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 92(1), pages 553-585.
    40. Simon S. Bensnes & Bjarne Str⊘m, 2019. "Earning or Learning? How Extending Closing Time in the Retail Sector Affects Youth Employment and Education," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(2), pages 299-327, April.
    41. Charles, Kerwin Kofi & Guryan, Jonathan & Park, Kyung H., 2025. "Consumer sentiment towards Asians in the early days of the Covid-19 pandemic," Journal of Public Economics, Elsevier, vol. 247(C).
    42. Panle Jia, 2008. "What Happens When Wal-Mart Comes to Town: An Empirical Analysis of the Discount Retailing Industry," Econometrica, Econometric Society, vol. 76(6), pages 1263-1316, November.
    43. M. Keith Chen & Kareem Haggag & Devin G. Pope & Ryne Rohla, 2022. "Racial Disparities in Voting Wait Times: Evidence from Smartphone Data," The Review of Economics and Statistics, MIT Press, vol. 104(6), pages 1341-1350, November.
    44. Yufeng Huang & Bart J. Bronnenberg, 2023. "Consumer Transportation Costs and the Value of E-Commerce: Evidence from the Dutch Apparel Industry," Marketing Science, INFORMS, vol. 42(5), pages 984-1003, September.
    45. Hinnosaar, Marit, 2016. "Time inconsistency and alcohol sales restrictions," European Economic Review, Elsevier, vol. 87(C), pages 108-131.
    46. Guillermo Marshall & Tiago Pires, 2018. "Measuring the Impact of Travel Costs on Grocery Shopping," Economic Journal, Royal Economic Society, vol. 128(614), pages 2538-2557, September.
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