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The Covid‐19 containment effects of public health measures: A spatial difference‐in‐differences approach

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  • Kosfeld, Reinhold
  • Mitze, Timo
  • Rode, Johannes
  • Wälde, Klaus

Abstract

The paper studies the containment effects of public health measures to curb the spread of Covid‐19 during the first wave of the pandemic in spring 2020 in Germany. To identify the effects of six compound sets of public health measures, we employ a spatial difference‐in‐differences approach. We find that contact restrictions, mandatory wearing of face masks and closure of schools substantially contributed to flattening the infection curve. The significance of the impact of restaurant closure does not prove to be robust. No incremental effect is evidenced for closure of establishments and the shutdown of nonessential retail stores.

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  • Kosfeld, Reinhold & Mitze, Timo & Rode, Johannes & Wälde, Klaus, 2023. "The Covid‐19 containment effects of public health measures: A spatial difference‐in‐differences approach," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 142046, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    • Handle: RePEc:dar:wpaper:142046
    DOI: 10.1111/jors.12536
    Note: for complete metadata visit http://tubiblio.ulb.tu-darmstadt.de/142046/
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    1. Delgado, Michael S. & Florax, Raymond J.G.M., 2015. "Difference-in-differences techniques for spatial data: Local autocorrelation and spatial interaction," Economics Letters, Elsevier, vol. 137(C), pages 123-126.
    2. David A. Jaeger & Theodore J. Joyce & Robert Kaestner, 2020. "A Cautionary Tale of Evaluating Identifying Assumptions: Did Reality TV Really Cause a Decline in Teenage Childbearing?," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(2), pages 317-326, April.
    3. Richard Bluhm & Maxim Pinkovskiy, 2021. "The spread of COVID-19 and the BCG vaccine: A natural experiment in reunified Germany," The Econometrics Journal, Royal Economic Society, vol. 24(3), pages 353-376.
    4. Manfred M. Fischer & Arthur Getis (ed.), 2010. "Handbook of Applied Spatial Analysis," Springer Books, Springer, number 978-3-642-03647-7, January.
    5. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    6. Jean Roch Donsimoni & René Glawion & Bodo Plachter & Constantin Weiser & Klaus Wälde, 2020. "Should contact bans be lifted in Germany?," Working Papers 2008, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    7. Fernández-Villaverde, Jesús & Jones, Charles I., 2022. "Estimating and simulating a SIRD Model of COVID-19 for many countries, states, and cities," Journal of Economic Dynamics and Control, Elsevier, vol. 140(C).
    8. Sophia Chen & Ms. Deniz O Igan & Mr. Nicola Pierri & Mr. Andrea F Presbitero, 2020. "Tracking the Economic Impact of COVID-19 and Mitigation Policies in Europe and the United States," IMF Working Papers 2020/125, International Monetary Fund.
    9. Nicola Fuchs-Schündeln & Moritz Kuhn & Michèle Tertilt, 2020. "The Short-Run Macro Implications of School and Child-Care Closures," CESifo Working Paper Series 8368, CESifo.
    10. Donsimoni Jean Roch & Glawion René & Hartl Tobias & Plachter Bodo & Timmer Jens & Wälde Klaus & Weber Enzo & Weiser Constantin, 2020. "Covid-19 in Deutschland – Erklärung, Prognose und Einfluss gesundheitspolitischer Maßnahmen," Perspektiven der Wirtschaftspolitik, De Gruyter, vol. 21(3), pages 250-262, September.
    11. Timothy Besley & Robin Burgess, 2004. "Can Labor Regulation Hinder Economic Performance? Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 91-134.
    12. Marynia Kolak & Luc Anselin, 2020. "A Spatial Perspective on the Econometrics of Program Evaluation," International Regional Science Review, , vol. 43(1-2), pages 128-153, January.
    13. Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2013. "Catastrophic Natural Disasters and Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1549-1561, December.
    14. Ulrich Glogowsky & Emanuel Hansen & Simeon Schächtele, 2021. "How effective are social distancing policies? Evidence on the fight against COVID-19," PLOS ONE, Public Library of Science, vol. 16(9), pages 1-12, September.
    15. Tom Stannard & Gregorius Steven & Chris McDonald, 2020. "Economic impacts of COVID-19 containment measures," Reserve Bank of New Zealand Analytical Notes series AN2020/04, Reserve Bank of New Zealand.
    16. Athey, Susan & Imbens, Guido W., 2022. "Design-based analysis in Difference-In-Differences settings with staggered adoption," Journal of Econometrics, Elsevier, vol. 226(1), pages 62-79.
    17. Donsimoni, Jean Roch & Glawion, René & Plachter, Bodo & Weiser, Constantin & Wälde, Klaus, 2020. "Should Contact Bans Be Lifted in Germany? A Quantitative Prediction of Its Effects," IZA Discussion Papers 13151, Institute of Labor Economics (IZA).
    18. Gianfranco Piras, 2014. "Impact estimates for static spatial panel data models in R," Letters in Spatial and Resource Sciences, Springer, vol. 7(3), pages 213-223, October.
    19. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    20. Lee, Lung-fei & Yu, Jihai, 2010. "Estimation of spatial autoregressive panel data models with fixed effects," Journal of Econometrics, Elsevier, vol. 154(2), pages 165-185, February.
    21. Chagas, André L.S. & Azzoni, Carlos R. & Almeida, Alexandre N., 2016. "A spatial difference-in-differences analysis of the impact of sugarcane production on respiratory diseases," Regional Science and Urban Economics, Elsevier, vol. 59(C), pages 24-36.
    22. Michael Berlemann & Erik Haustein, 2020. "Right and Yet Wrong: A Spatio-Temporal Evaluation of Germany's Covid-19 Containment Policy," CESifo Working Paper Series 8446, CESifo.
    23. Solmaria Halleck Vega & J. Paul Elhorst, 2015. "The Slx Model," Journal of Regional Science, Wiley Blackwell, vol. 55(3), pages 339-363, June.
    24. Diao, Mi & Leonard, Delon & Sing, Tien Foo, 2017. "Spatial-difference-in-differences models for impact of new mass rapid transit line on private housing values," Regional Science and Urban Economics, Elsevier, vol. 67(C), pages 64-77.
    25. Seres, Gyula & Balleyer, Anna & Cerutti, Nicola & Friedrichsen, Jana & Süer, Müge, 2020. "Face mask use and physical distancing before and after mandatory masking: Evidence from public waiting lines," Discussion Papers, Research Unit: Economics of Change SP II 2020-305, WZB Berlin Social Science Center.
    26. Joshua D. Angrist & Jörn-Steffen Pischke, 2015. "The path from cause to effect: mastering 'metrics," CentrePiece - The magazine for economic performance 442, Centre for Economic Performance, LSE.
    27. Christopher Carpenter & Carlos Dobkin, 2011. "The Minimum Legal Drinking Age and Public Health," Journal of Economic Perspectives, American Economic Association, vol. 25(2), pages 133-156, Spring.
    28. Pesaran, M. Hashem, 2015. "Time Series and Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780198759980.
    29. Megan Heckert & Jeremy Mennis, 2012. "The Economic Impact of Greening Urban Vacant Land: A Spatial Difference-In-Differences Analysis," Environment and Planning A, , vol. 44(12), pages 3010-3027, December.
    30. Jean Roch Donsimoni & René Glawion & Bodo Plachter & Klaus Wälde & Constantin Weiser, 2020. "Should Contact Bans Have Been Lifted More in Germany?," CESifo Economic Studies, CESifo Group, vol. 66(2), pages 115-133.
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    Cited by:

    1. Jiafeng Gu, 2021. "Effects of Patent Policy on Outputs and Commercialization of Academic Patents in China: A Spatial Difference-in-Differences Analysis," Sustainability, MDPI, vol. 13(23), pages 1-17, December.
    2. Roxanne Kovacs & Maurice Dunaiski & Janne Tukiainen, 2023. "The effect of compulsory face mask policies on community mobility in Germany," Scandinavian Journal of Economics, Wiley Blackwell, vol. 125(4), pages 1027-1055, October.
    3. Manuel Denzer & Philipp Grunau, 2024. "The impacts of working from home on individual health and well-being," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 25(5), pages 743-762, July.
    4. Kwan Ok Lee & Hyojung Lee, 2022. "Public responses to COVID‐19 case disclosure and their spatial implications," Journal of Regional Science, Wiley Blackwell, vol. 62(3), pages 732-756, June.
    5. Bruno P. Carvalho & Susana Peralta & João Pereira dos Santos, 2022. "Regional and sectorial impacts of the Covid‐19 crisis: Evidence from electronic payments," Journal of Regional Science, Wiley Blackwell, vol. 62(3), pages 757-798, June.
    6. Cooper, Daniel & Garga, Vaishali & Luengo-Prado, María José & Tang, Jenny, 2023. "The mitigating effect of masks on the spread of Covid-19," Economics & Human Biology, Elsevier, vol. 48(C).
    7. Samuel de Haas & Georg Goetz & Sven Heim, 2021. "Measuring the effects of COVID-19-related night curfews: Empirical evidence from Germany," MAGKS Papers on Economics 202118, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).

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