IDEAS home Printed from https://ideas.repec.org/a/eee/pubeco/v195y2021ics0047272720302280.html
   My bibliography  Save this article

What the COVID-19 school closure left in its wake: Evidence from a regression discontinuity analysis in Japan

Author

Listed:
  • Takaku, Reo
  • Yokoyama, Izumi

Abstract

To control the spread of COVID-19, the national government of Japan abruptly started the closure of elementary schools on March 2, 2020, but preschools were exempted from this nationwide school closure. Taking advantage of this natural experiment, we examined how the proactive closure of elementary schools affected various outcomes related to children and family well-being. To identify the causal effects of the school closure, we exploited the discontinuity in the probability of going to school at a certain threshold of age in months and conducted fuzzy regression discontinuity analyses. The data are from a large-scale online survey of mothers whose firstborn children were aged 4 to 10 years. The results revealed a large increase in children’s weight and in mothers’ anxiety over how to raise their children. On the outcomes related to marital relationships, such as the incidence of domestic violence and the quality of marriage, we did not find statistically significant changes. These findings together suggest that school closures could have large unintended detrimental effects on non-academic outcomes among children.

Suggested Citation

  • Takaku, Reo & Yokoyama, Izumi, 2021. "What the COVID-19 school closure left in its wake: Evidence from a regression discontinuity analysis in Japan," Journal of Public Economics, Elsevier, vol. 195(C).
  • Handle: RePEc:eee:pubeco:v:195:y:2021:i:c:s0047272720302280
    DOI: 10.1016/j.jpubeco.2020.104364
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0047272720302280
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jpubeco.2020.104364?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Leslie, Emily & Wilson, Riley, 2020. "Sheltering in place and domestic violence: Evidence from calls for service during COVID-19," Journal of Public Economics, Elsevier, vol. 189(C).
    2. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    3. Brodeur, Abel & Clark, Andrew E. & Fleche, Sarah & Powdthavee, Nattavudh, 2021. "COVID-19, lockdowns and well-being: Evidence from Google Trends," Journal of Public Economics, Elsevier, vol. 193(C).
    4. Baron, E. Jason & Goldstein, Ezra G. & Wallace, Cullen T., 2020. "Suffering in silence: How COVID-19 school closures inhibit the reporting of child maltreatment," Journal of Public Economics, Elsevier, vol. 190(C).
    5. Canaan, Serena, 2020. "The long-run effects of reducing early school tracking," Journal of Public Economics, Elsevier, vol. 187(C).
    6. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    7. Sebastian Calonico & Matias D. Cattaneo & Max H. Farrell, 2018. "On the Effect of Bias Estimation on Coverage Accuracy in Nonparametric Inference," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(522), pages 767-779, April.
    8. Adams-Prassl, A. & Boneva, T. & Golin, M & Rauh, C., 2020. "Inequality in the Impact of the Coronavirus Shock: New Survey Evidence for the UK," Cambridge Working Papers in Economics 2023, Faculty of Economics, University of Cambridge.
    9. Aizer, Anna, 2004. "Home alone: supervision after school and child behavior," Journal of Public Economics, Elsevier, vol. 88(9-10), pages 1835-1848, August.
    10. Hidrobo, Melissa & Fernald, Lia, 2013. "Cash transfers and domestic violence," Journal of Health Economics, Elsevier, vol. 32(1), pages 304-319.
    11. Mohler, George & Bertozzi, Andrea L. & Carter, Jeremy & Short, Martin B. & Sledge, Daniel & Tita, George E. & Uchida, Craig D. & Brantingham, P. Jeffrey, 2020. "Impact of social distancing during COVID-19 pandemic on crime in Los Angeles and Indianapolis," Journal of Criminal Justice, Elsevier, vol. 68(C).
    12. Kawaguchi, Daiji, 2016. "Fewer school days, more inequality," Journal of the Japanese and International Economies, Elsevier, vol. 39(C), pages 35-52.
    13. Sebastian Calonico & Matias D Cattaneo & Max H Farrell, 2020. "Optimal bandwidth choice for robust bias-corrected inference in regression discontinuity designs [Econometric methods for program evaluation]," The Econometrics Journal, Royal Economic Society, vol. 23(2), pages 192-210.
    14. Michal Kolesár & Christoph Rothe, 2018. "Inference in Regression Discontinuity Designs with a Discrete Running Variable," American Economic Review, American Economic Association, vol. 108(8), pages 2277-2304, August.
    15. Bacher-Hicks, Andrew & Goodman, Joshua & Mulhern, Christine, 2021. "Inequality in household adaptation to schooling shocks: Covid-induced online learning engagement in real time," Journal of Public Economics, Elsevier, vol. 193(C).
    16. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    17. Sebastian Calonico & Matias D. Cattaneo & Rocío Titiunik, 2015. "Optimal Data-Driven Regression Discontinuity Plots," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1753-1769, December.
    18. Payne, Jason Leslie & Morgan, Anthony, 2020. "COVID-19 and Violent Crime: A comparison of recorded offence rates and dynamic forecasts (ARIMA) for March 2020 in Queensland, Australia," SocArXiv g4kh7, Center for Open Science.
    19. Will Dobbie & Roland G. Fryer, 2011. "Are High-Quality Schools Enough to Increase Achievement among the Poor? Evidence from the Harlem Children's Zone," American Economic Journal: Applied Economics, American Economic Association, vol. 3(3), pages 158-187, July.
    20. Kawaguchi, Daiji, 2011. "Actual age at school entry, educational outcomes, and earnings," Journal of the Japanese and International Economies, Elsevier, vol. 25(2), pages 64-80, June.
    21. Michihito Ando & Chishio Furukawa & Daigo Nakata & Kazuhiko Sumiya, 2020. "Fiscal Responses to the COVID-19 Crisis in Japan: The First Six Months," National Tax Journal, National Tax Association;National Tax Journal, vol. 73(3), pages 901-926, September.
    22. Michihito Ando & Chishio Furukawa & Daigo Nakata & Kazuhiko Sumiya, 2020. "Corrigendum: Fiscal Responses to the COVID-19 Crisis in Japan: The First Six Months," National Tax Journal, National Tax Association;National Tax Journal, vol. 73(4), pages 1267-1268, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Clarke, Damian & Larroulet, Pilar & Pailañir, Daniel & Quintana, Daniela, 2023. "Schools as Safety Nets: Break-Downs and Recovery in Reporting of Violence against Children," IZA Discussion Papers 15859, Institute of Labor Economics (IZA).
    2. Svaleryd, Helena & Vlachos, Jonas, 2022. "COVID-19 and School Closures," GLO Discussion Paper Series 1008, Global Labor Organization (GLO).
    3. OIKAWA Masato & TANAKA Ryuichi & BESSHO Shun-ichiro & KAWAMURA Akira & NOGUCHI Haruko, 2022. "Do Class Closures Affect Students' Achievements? Heterogeneous effects of students' socioeconomic backgrounds," Discussion papers 22042, Research Institute of Economy, Trade and Industry (RIETI).
    4. Hideo Akabayashi & Shimpei Taguchi & Mirka Zvedelikova, 2022. "Access to and Demand for Online School Education during the COVID-19 Pandemic in Japan," Keio-IES Discussion Paper Series 2022-006(first edition:20, Institute for Economics Studies, Keio University.
    5. Kisho Hoshi & Hiroyuki Kasahara & Ryo Makioka & Michio Suzuki & Satoshi Tanaka, 2021. "Trade-off between job losses and the spread of COVID-19 in Japan," The Japanese Economic Review, Springer, vol. 72(4), pages 683-716, October.
    6. Takuya Ishino & Yoichi Mizumura & Kazuto Sumita & Takuya Yoshida & Norifumi Yukutake, 2022. "Impact of Teleworking on Childcare Time During the COVID-19 Pandemic: The Role of Owner-Occupied Housing," International Real Estate Review, Global Social Science Institute, vol. 25(4), pages 423-460.
    7. Damian Clarke & Pilar Larroulet & Daniel Paila~nir & Daniela Quintana, 2022. "Schools as a Safety-net: The Impact of School Closures and Reopenings on Rates of Reporting of Violence Against Children," Papers 2206.14612, arXiv.org.
    8. Lili Li & Araz Taeihagh & Si Ying Tan, 2023. "A scoping review of the impacts of COVID-19 physical distancing measures on vulnerable population groups," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    9. Mizuki Komura & Hikaru Ogawa, 2022. "COVID-19, marriage, and divorce in Japan," Review of Economics of the Household, Springer, vol. 20(3), pages 831-853, September.
    10. Tsutomu Watanabe & Tomoyoshi Yabu, 2021. "Japan’s voluntary lockdown: further evidence based on age-specific mobile location data," The Japanese Economic Review, Springer, vol. 72(3), pages 333-370, July.
    11. Fukai, Taiyo & Ikeda, Masato & Kawaguchi, Daiji & Yamaguchi, Shintaro, 2023. "COVID-19 and the employment gender gap in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 68(C).
    12. Isphording, Ingo E. & Lipfert, Marc & Pestel, Nico, 2021. "Does re-opening schools contribute to the spread of SARS-CoV-2? Evidence from staggered summer breaks in Germany," Journal of Public Economics, Elsevier, vol. 198(C).
    13. Malik, Samreen & Mihm, Benedikt & von Suchodoletz, Antje, 2022. "COVID-19 lockdowns and children’s health and well-being," Journal of Economic Psychology, Elsevier, vol. 93(C).
    14. Takuto Naito & Yasutake Tomata & Tatsui Otsuka & Kanami Tsuno & Takahiro Tabuchi, 2022. "Did Children in Single-Parent Households Have a Higher Probability of Emotional Instability during the COVID-19 Pandemic? A Nationwide Cross-Sectional Study in Japan," IJERPH, MDPI, vol. 19(7), pages 1-16, April.
    15. Atsushi Miyawaki & Yusuke Tsugawa, 2022. "Health and Public Health Implications of COVID‐19 in Asian Countries," Asian Economic Policy Review, Japan Center for Economic Research, vol. 17(1), pages 18-36, January.
    16. Fukai, Taiyo & Ikeda, Masato & Kawaguchi, Daiji & Yamaguchi, Shintaro, 2021. "COVID-19 and the Employment Gender Gap," IZA Discussion Papers 14711, Institute of Labor Economics (IZA).
    17. Sugawara, Shinya & Nakamura, Jiro, 2021. "Long-term care at home and female work during the COVID-19 pandemic," Health Policy, Elsevier, vol. 125(7), pages 859-868.
    18. Hurley, James & Walker, Daniel, 2021. "Did the Covid-19 local lockdowns reduce business activity? Evidence from UK SMEs," Bank of England working papers 943, Bank of England.
    19. Taiyo Fukai & Hidehiko Ichimura & Keisuke Kawata, 2021. "Describing the impacts of COVID-19 on the labor market in Japan until June 2020," The Japanese Economic Review, Springer, vol. 72(3), pages 439-470, July.
    20. Shinsuke Asakawa & Fumio Ohtake, 2021. "Impact of Temporary School Closure Due to COVID-19 on the Academic Achievement of Elementary School Students," Discussion Papers in Economics and Business 21-14, Osaka University, Graduate School of Economics.
    21. Quentin Batista & Daisuke Fujii & Taisuke Nakata & Takeki Sunakawa, 2022. "COVID-19 and Suicide in Japan," CARF F-Series CARF-F-542, Center for Advanced Research in Finance, Faculty of Economics, The University of Tokyo.
    22. Hideo Akabayashi & Shimpei Taguchi & Mirka Zvedelikova, 2021. "Access to and Demand for Online School Education during the COVID-19 Pandemic in Japan," Keio-IES Discussion Paper Series 2021-013, Institute for Economics Studies, Keio University.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yang He & Otávio Bartalotti, 2020. "Wild bootstrap for fuzzy regression discontinuity designs: obtaining robust bias-corrected confidence intervals [Using Maimonides’ rule to estimate the effect of class size on scholastic achievemen," The Econometrics Journal, Royal Economic Society, vol. 23(2), pages 211-231.
    2. Di Giacomo, Marina & Piacenza, Massimiliano & Siciliani, Luigi & Turati, Gilberto, 2022. "The effect of co-payments on the take-up of prenatal tests," Journal of Health Economics, Elsevier, vol. 81(C).
    3. Belmonte, A & Pickard, H, 2022. "Safe at Last? LATE Effects of a Mass Immunization Campaign on Households’ Economic Insecurity," CAGE Online Working Paper Series 604, Competitive Advantage in the Global Economy (CAGE).
    4. Naven, Matthew & Whalen, Daniel, 2022. "The signaling value of university rankings: Evidence from top 14 law schools," Economics of Education Review, Elsevier, vol. 89(C).
    5. Yoichi Arai & Yu‐Chin Hsu & Toru Kitagawa & Ismael Mourifié & Yuanyuan Wan, 2022. "Testing identifying assumptions in fuzzy regression discontinuity designs," Quantitative Economics, Econometric Society, vol. 13(1), pages 1-28, January.
    6. Michihito Ando & Masato Furuichi, 2022. "The association of COVID-19 employment shocks with suicide and safety net use: An early-stage investigation," PLOS ONE, Public Library of Science, vol. 17(3), pages 1-26, March.
    7. Costa-Font, Joan & Knapp, Martin & Vilaplana-Prieto, Cristina, 2023. "The ‘welcomed lockdown’ hypothesis? Mental wellbeing and mobility restrictions," LSE Research Online Documents on Economics 115323, London School of Economics and Political Science, LSE Library.
    8. Mizuki Komura & Hikaru Ogawa, 2022. "COVID-19, marriage, and divorce in Japan," Review of Economics of the Household, Springer, vol. 20(3), pages 831-853, September.
    9. Xingchi Shen & Yueming Lucy Qiu & Pengfei Liu & Anand Patwardhan, 2022. "The Effect of Rebate and Loan Incentives on Residential Heat Pump Adoption: Evidence from North Carolina," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 82(3), pages 741-789, July.
    10. Joan Costa-Font & Martin Knapp & Cristina Vilaplana-Prieto, 2023. "The ‘welcomed lockdown’ hypothesis? Mental wellbeing and mobility restrictions," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 24(5), pages 679-699, July.
    11. de Gendre, Alexandra & Lynch, John & Meunier, Aurélie & Pilkington, Rhiannon & Schurer, Stefanie, 2021. "Child Health and Parental Responses to an Unconditional Cash Transfer at Birth," IZA Discussion Papers 14693, Institute of Labor Economics (IZA).
    12. Joan Costa-i-Font & Martin Knapp & Cristina Vilaplana-Prieto, 2022. "The 'Welcomed Lockdown' Hypothesis: When Do Mobility Restrictions Influence Mental Wellbeing?," CESifo Working Paper Series 9796, CESifo.
    13. Guido Imbens & Stefan Wager, 2019. "Optimized Regression Discontinuity Designs," The Review of Economics and Statistics, MIT Press, vol. 101(2), pages 264-278, May.
    14. Mellace, Giovanni & Ventura, Marco, 2019. "Intended and unintended effects of public incentives for innovation. Quasi-experimental evidence from Italy," Discussion Papers on Economics 9/2019, University of Southern Denmark, Department of Economics.
    15. Ahn, Kunwon & Lee, Jun Yeong & Winters, John V., 2020. "Employment Opportunities and High School Completion during the COVID-19 Recession," IZA Discussion Papers 13802, Institute of Labor Economics (IZA).
    16. Jaakko Meriläinen & Janne Tukiainen, 2018. "Rank effects in political promotions," Public Choice, Springer, vol. 177(1), pages 87-109, October.
    17. Guastavino, Carlos & Miranda, Alvaro & Montero, Rodrigo, 2021. "Rank effect in bureaucrat recruitment," European Journal of Political Economy, Elsevier, vol. 68(C).
    18. Mellace, Giovanni & Ventura, Marco, 2023. "The short-run effects of public incentives for innovation in Italy," Economic Modelling, Elsevier, vol. 120(C).
    19. Powdthavee, Nattavudh, 2021. "Education and pro-environmental attitudes and behaviours: A nonparametric regression discontinuity analysis of a major schooling reform in England and Wales," Ecological Economics, Elsevier, vol. 181(C).
    20. Savu, Alexandru, 2022. "News shocks at the local level: Evidence from a conditional Covid-19 containment measure," Economics Letters, Elsevier, vol. 214(C).

    More about this item

    Keywords

    School closures; Fuzzy RDD; Marital relationship; Children’s weight; Mothers’ anxiety;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I20 - Health, Education, and Welfare - - Education - - - General
    • D10 - Microeconomics - - Household Behavior - - - General

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:pubeco:v:195:y:2021:i:c:s0047272720302280. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505578 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.