Learning loss due to school closures during the COVID-19 pandemic
Open accessAbstract
Suspension of face-to-face instruction in schools during the COVID-19 pandemic has led to concerns about consequences for student learning. So far, data to study this question have been limited. Here we evaluate the effect of school closures on primary school performance using exceptionally rich data from the Netherlands (n≈350,000). We use the fact that national exams took place before and after lockdown, and compare progress during this period to the same period in the three previous years. The Netherlands underwent only a relatively short lockdown (8 weeks), and features an equitable system of school funding and the world's highest rate of broadband access. Still, our results reveal a learning loss of about 3 percentile points or 0.08 standard deviations. The effect is equivalent to a fifth of a school year, the same period that schools remained closed. Losses are up to 60% larger among students from less-educated homes, confirming worries about the uneven toll of the pandemic on children and families. Investigating mechanisms, we find that most of the effect reflects the cumulative impact of knowledge learned rather than transitory influences on the day of testing. Results remain robust when balancing on the estimated propensity of treatment and using maximum entropy weights, or with fixed-effects specifications that compare students within the same school and family. The findings imply that students made little or no progress whilst learning from home, and suggest losses even larger in countries with weaker infrastructure or longer school closures.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Children from families with low SES were more affected than children from families with high SES (Maldonado and De Witte, 2020; Engzell et al., 2021).
“Second, children from families with a low socioeconomic status (SES) were more affected than children from families with a high SES were (Maldonado and De Witte, 2020; Engzell et al., 2021).”
From Effects of COVID-19-Related School Closures on Student Achievement-A Systematic Review (2021) · cites this paper as Engzell et al., 2021
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Statistical power analysis for the behavioral sciences
Cohen, J. (1990) · Computers Environment and Urban Systems · doi:10.1016/0198-9715(90)90050-4 · Cited by 65,406 · see citing works
The central role of the propensity score in observational studies for causal effects
ROSENBAUM, P. R., & RUBIN, D. B. (1983) · Biometrika · doi:10.1093/biomet/70.1.41 · Cited by 31,241 · see citing works
(2001) · RePEc: Research Papers in Economics · Cited by 27,577 · see citing works
Statistical Power Analysis for the Behavioral Sciences
Cohen, J. (2013) · doi:10.4324/9780203771587 · Cited by 25,373 · see citing works
The Psychological Impact of Quarantine and How to Reduce It: Rapid Review of the Evidence
Brooks, S. K., Webster, R. K., Smith, L. E., Woodland, L., Wessely, S., Greenberg, N., & Rubin, G. J. (2020) · doi:10.2139/ssrn.3532534 · Cited by 16,394 · see citing works
The psychological impact of quarantine and how to reduce it: Rapid review of the evidence
Brooks, S. K., Webster, R. K., Smith, L. E., Woodland, L., Wessely, S., Greenberg, N., & Rubin, G. J. (2020) · The Lancet · doi:10.1016/s0140-6736(20)30460-8 · Cited by 16,378 · see citing works
Multilevel analysis : an introduction to basic and advanced multilevel modeling
Snijders, T. A. B., & Bosker, R. (1999) · Cited by 6,830 · see citing works
Hainmueller, J. (2012) · Political Analysis · doi:10.1093/pan/mpr025 · Cited by 6,026 · see citing works
Recent Developments in the Econometrics of Program Evaluation
Imbens, G. W., & Wooldridge, J. M. (2009) · Journal of Economic Literature · doi:10.1257/jel.47.1.5 · Cited by 4,926 · see citing works
The Central Role of the Propensity Score in Observational Studies for Causal Effects
Rosenbaum, P. R., & Rubin, D. B. (1983) · Biometrika · doi:10.2307/2335942 · Cited by 3,495 · see citing works
Viner, R. M., Russell, S. J., Croker, H., Packer, J., Ward, J., Stansfield, C., Mytton, O., Bonell, C., & Booy, R. (2020) · The Lancet Child & Adolescent Health · doi:10.1016/s2352-4642(20)30095-x · Cited by 2,213 · see citing works
DiPrete, T. A., & Eirich, G. M. (2006) · Annual Review of Sociology · doi:10.1146/annurev.soc.32.061604.123127 · Cited by 2,069 · see citing works
Fegert, J. M., Vitiello, B., Plener, P. L., & Clemens, V. (2020) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-020-00329-3 · Cited by 1,807 · see citing works
COVID-19, school closures, and child poverty: a social crisis in the making
Lancker, W. V., & Parolin, Z. (2020) · The Lancet Public Health · doi:10.1016/s2468-2667(20)30084-0 · Cited by 1,433 · see citing works
Inequality in the impact of the coronavirus shock: Evidence from real time surveys
Adams‐Prassl, A., Boneva, T., Golin, M., & Rauh, C. (2020) · Journal of Public Economics · doi:10.1016/j.jpubeco.2020.104245 · Cited by 1,415 · see citing works
Interpreting effect sizes of education interventions
Kraft, M. A. (2020) · Educational Researcher · doi:10.3102/0013189x20912798 · Cited by 1,281 · see citing works
COVID‐19 and the gender gap in work hours
Collins, C., Landivar, L. C., Ruppanner, L., & Scarborough, W. J. (2021) · Gender, Work & Organization · doi:10.1111/gwao.12506 · Cited by 1,214 · see citing works
Coronavirus disease 2019 (COVID-19) and mental health for children and adolescents
Golberstein, E., Wen, H., & Miller, B. F. (2020) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2020.1456 · Cited by 1,140 · see citing works
Mendell, M. J., & Heath, G. A. (2005) · Indoor Air · doi:10.1111/j.1600-0668.2004.00320.x · Cited by 1,034 · see citing works
Projecting the Potential Impact of COVID-19 School Closures on Academic Achievement
Kuhfeld, M., Soland, J., Tarasawa, B., Johnson, A., Ruzek, E., & Liu, J. (2020) · Educational Researcher · doi:10.3102/0013189x20965918 · Cited by 997 · see citing works
Empirical Benchmarks for Interpreting Effect Sizes in Research
Hill, C. J., Bloom, H. S., Black, A. R., & Lipsey, M. W. (2008) · Child Development Perspectives · doi:10.1111/j.1750-8606.2008.00061.x · Cited by 950 · see citing works
Are Schools the Great Equalizer? Cognitive Inequality during the Summer Months and the School Year
Downey, D. B., von Hippel, P. T., & Broh, B. A. (2004) · American Sociological Review · doi:10.1177/000312240406900501 · Cited by 853 · see citing works
Convention on the Rights of the Child
(1989) · Population and Development Review · doi:10.2307/1972615 · Cited by 836 · see citing works
(2019) · Cited by 795 · see citing works
de Haas, M., Faber, R., & Hamersma, M. (2020) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2020.100150 · Cited by 734 · see citing works
A framework to guide an education response to the COVID-19 Pandemic of 2020
OECD (2020) · OECD policy responses to coronavirus (Covid-19) · doi:10.1787/6ae21003-en · Cited by 702 · see citing works
Shanahan, L., Steinhoff, A., Bechtiger, L., Murray, A. L., Nivette, A., Hepp, U., Ribeaud, D., & Eisner, M. (2022) · Psychological Medicine · doi:10.1017/s003329172000241x · Cited by 675 · see citing works
Simonsohn, U., Simmons, J. P., & Nelson, L. D. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0912-z · Cited by 651 · see citing works
Giorgio, D. P., Federico, B., Costa, P., Karpiński, Z., & Mazza, J. (2020) · RePEc: Research Papers in Economics · doi:10.2760/126686 · Cited by 534 · see citing works
The effect of school closures on standardised student test outcomes
Maldonado, J. E., & De Witte, K. (2022) · British Educational Research Journal · doi:10.1002/berj.3754 · Cited by 499 · see citing works
Shanahan, L., Steinhoff, A., Bechtiger, L., Murray, A. L., Nivette, A. E., Hepp, U., Ribeaud, D., & Eisner, M. (2020) · Zurich Open Repository and Archive (University of Zurich) · doi:10.17863/cam.57251 · Cited by 499 · see citing works
Convention on the rights of the child
Bäckström, K. (1989) · International Journal of Early Childhood · doi:10.1007/bf03174582 · Cited by 481 · see citing works
Bloom, H. S., Hill, C. J., Black, A. R., & Lipsey, M. W. (2008) · Journal of Research on Educational Effectiveness · doi:10.1080/19345740802400072 · Cited by 477 · see citing works
Goldemberg, D., Azevedo, J. P., Iqbal, S. A., Hasan, A., & Geven, K. (2020) · doi:10.1596/1813-9450-9284 · Cited by 476 · see citing works
(2020) · Cited by 469 · see citing works
Inequalities in Children's Experiences of Home Learning during the COVID‐19 Lockdown in England*
Andrew, A., Cattan, S., Dias, M. C., Farquharson, C., Kraftman, L., Krutikova, S., Phimister, A., & Sevilla, A. (2020) · Fiscal Studies · doi:10.1111/1475-5890.12240 · Cited by 451 · see citing works
The economic impacts of learning losses
(2020) · OECD Education Working Papers · doi:10.1787/21908d74-en · Cited by 409 · see citing works
Bacher-Hicks, A., Goodman, J., & Mulhern, C. (2021) · Journal of Public Economics · doi:10.1016/j.jpubeco.2020.104345 · Cited by 402 · see citing works
van den Berg, G. (2001) · RePEc: Research Papers in Economics · Cited by 393 · see citing works
Lavy, V. (2015) · The Economic Journal · doi:10.1111/ecoj.12233 · Cited by 369 · see citing works
Economic hardship and mental health complaints during COVID-19
Witteveen, D., & Velthorst, E. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2009609117 · Cited by 329 · see citing works
Suffering in silence: How COVID-19 school closures inhibit the reporting of child maltreatment
Baron, E. J., Goldstein, E. G., & Wallace, C. T. (2020) · Journal of Public Economics · doi:10.1016/j.jpubeco.2020.104258 · Cited by 316 · see citing works
Kaffenberger, M. (2021) · International Journal of Educational Development · doi:10.1016/j.ijedudev.2020.102326 · Cited by 308 · see citing works
The Long‐Run Educational Cost of World War II
Ichino, A., & Winter‐Ebmer, R. (2004) · Journal of Labor Economics · doi:10.1086/380403 · Cited by 307 · see citing works
The Effect of Schooling on Cognitive Skills
Carlsson, M., Dahl, G. B., Öckert, B., & Rooth, D.-O. (2015) · Review of Economics and Statistics · doi:10.1162/rest_a_00501 · Cited by 260 · see citing works
COVID-19 and educational inequality: How school closures affect low- and high-achieving students
Grewenig, E., Lergetporer, P., Werner, K., Woessmann, L., & Zierow, L. (2021) · European Economic Review · doi:10.1016/j.euroecorev.2021.103920 · Cited by 260 · see citing works
Pereda, N., & Díaz-Faes, D. A. (2020) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-020-00347-1 · Cited by 243 · see citing works
When the Great Equalizer Shuts Down: Schools, Peers, and Parents in Pandemic TimesPreprint
Agostinelli, F., Doepke, M., Sorrenti, G., & Zilibotti, F. (2020) · SSRN Electronic Journal · doi:10.1016/j.jpubeco.2021.104574 · Cited by 228 · see citing works
Unscheduled School Closings and Student Performance
Marcotte, D. E., & Hemelt, S. W. (2008) · Education Finance and Policy · doi:10.1162/edfp.2008.3.3.316 · Cited by 222 · see citing works
Large socio-economic, geographic and demographic disparities exist in exposure to school closures
Parolin, Z., & Lee, E. K. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01087-8 · Cited by 217 · see citing works
Learning is inhibited by heat exposure, both internationally and within the United States
Park, R. J., Behrer, A. P., & Goodman, J. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-00959-9 · Cited by 187 · see citing works
Sacerdote, B. (2012) · American Economic Journal: Applied Economics · doi:10.1257/app.4.1.109 · Cited by 181 · see citing works
The impact of unplanned school closure on children’s social contact: rapid evidence review
Brooks, S. K., Smith, L. E., Webster, R. K., Weston, D., Woodland, L., Hall, I., & Rubin, G. J. (2020) · Eurosurveillance · doi:10.2807/1560-7917.es.2020.25.13.2000188 · Cited by 159 · see citing works
von Hippel, P., & Hamrock, C. (2019) · Sociological Science · doi:10.15195/v6.a3 · Cited by 149 · see citing works
The Long-Run Effects of Teacher Strikes: Evidence from Argentina
Jaume, D., & Willén, A. (2019) · Journal of Labor Economics · doi:10.1086/703134 · Cited by 142 · see citing works
The effects of school closures on SARS-CoV-2 among parents and teachers
Vlachos, J., Hertegård, E., & Svaleryd, H. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2020834118 · Cited by 141 · see citing works
Specification curve analysisPreprint
Schweinsberg, M., Amireh, H., Tierney, W., Mohamed, Z., & Uhlmann, E. L. (2019) · Cited by 138 · see citing works
Achievement Gaps in the Wake of COVID-19
Bailey, D. H., Duncan, G. J., Murnane, R. J., & Au Yeung, N. (2021) · Educational Researcher · doi:10.3102/0013189x211011237 · Cited by 134 · see citing works
Inequality in the Impact of the Coronavirus Shock: Evidence from Real Time SurveysPreprint
Adams‐Prassl, A., Boneva, T., Golin, M., et al. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3594017 · Cited by 133 · see citing works
Bansak, C., & Starr, M. (2021) · Review of Economics of the Household · doi:10.1007/s11150-020-09540-9 · Cited by 121 · see citing works
COVID-19 in children and young people
Snape, M. D., & Viner, R. (2020) · Science · doi:10.1126/science.abd6165 · Cited by 116 · see citing works
When the Great Equalizer Shuts Down: Schools, Peers, and Parents in Pandemic Times
Agostinelli, F., Doepke, M., Sorrenti, G., & Zilibotti, F. (2020) · doi:10.3386/w28264 · Cited by 97 · see citing works
Surprising new evidence on summer learning loss
Kuhfeld, M. (2019) · Phi Delta Kappan · doi:10.1177/0031721719871560 · Cited by 93 · see citing works
Education During COVID-19 and Beyond
Nations, U. (2020) · UN-EOSG policy briefs and papers · doi:10.18356/21e7d903-en · Cited by 86 · see citing works
The Long-Term Distributional and Welfare Effects of Covid-19 School Closures
Fuchs-Schündeln, N., Krueger, D., Ludwig, A., & Popova, I. (2020) · doi:10.3386/w27773 · Cited by 84 · see citing works
Dietrich, H. W., Patzina, A., & Lerche, A. (2020) · European Societies · doi:10.1080/14616696.2020.1826556 · Cited by 83 · see citing works
Do Teacher Strikes Harm Educational Attainment of Students?
Belot, M., & Webbink, D. (2010) · LABOUR · doi:10.1111/j.1467-9914.2010.00494.x · Cited by 79 · see citing works
Covid-19 and Educational Inequality: How School Closures Affect Low- and High-Achieving StudentsPreprint
Grewenig, E., Lergetporer, P., Werner, K., Woessmann, L., & Zierow, L. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3722400 · Cited by 76 · see citing works
Bacher-Hicks, A., Goodman, J., & Mulhern, C. (2020) · RAND Corporation eBooks · doi:10.7249/wra811-1 · Cited by 74 · see citing works
Reimer, D., Smith, E., Andersen, I. G., & Sortkær, B. (2020) · Research in Social Stratification and Mobility · doi:10.1016/j.rssm.2020.100568 · Cited by 70 · see citing works
Engzell, P., & Jönsson, J. Ö. (2015) · European Sociological Review · doi:10.1093/esr/jcv005 · Cited by 66 · see citing works
Verachtert, P., Van Damme, J., Onghena, P., & Ghesquière, P. (2009) · School Effectiveness and School Improvement · doi:10.1080/09243450902883896 · Cited by 58 · see citing works
Large loss in studying time during the closure of schools in Switzerland in 2020
Grätz, M., & Lipps, O. (2020) · Research in Social Stratification and Mobility · doi:10.1016/j.rssm.2020.100554 · Cited by 52 · see citing works
Biroli, P., Bosworth, S., Della Giusta, M., Di Girolamo, A., Jaworska, S., & Vollen, J. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.687570 · Cited by 47 · see citing works
Weighted student funding in the Netherlands: A model for the U.S.?
Ladd, H. F., & Fiske, E. B. (2011) · Journal of Policy Analysis and Management · doi:10.1002/pam.20589 · Cited by 47 · see citing works
Gassman-Pines, A., Gibson-Davis, C. M., & Ananat, E. O. (2015) · Child Development Perspectives · doi:10.1111/cdep.12137 · Cited by 40 · see citing works
COVID-19 and Educational Inequality: How School Closures Affect Low- and High-Achieving StudentsPreprint
Grewenig, E., Lergetporer, P., Werner, K., Woessmann, L., & Zierow, L. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3720405 · Cited by 40 · see citing works
Kaffenberger, M. (2020) · doi:10.35489/bsg-rise-ri_2020/017 · Cited by 40 · see citing works
Suffering in Silence: How COVID-19 School Closures Inhibit the Reporting of Child MaltreatmentPreprint
Baron, E. J., Goldstein, E. G., & Wallace, C. T. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3601399 · Cited by 39 · see citing works
Because every pupil counts: the success of the pupil monitoring system in The Netherlands
VLUG, K. F. M. (1997) · Education and Information Technologies · doi:10.1023/a:1018629701040 · Cited by 31 · see citing works
Meyer, F., Meissel, K., & McNaughton, S. (2017) · Journal of Research in Reading · doi:10.1111/1467-9817.12061 · Cited by 30 · see citing works
The impact of unplanned school closure on children’s social contact: Rapid evidence reviewPreprint
Brooks, S. K., Smith, L., Webster, R., Weston, D., Woodland, L., Hall, I., & Rubin, G. J. (2020) · medRxiv · doi:10.1101/2020.03.17.20037457 · Cited by 30 · see citing works
The impact of unplanned school closure on children’s social contact: Rapid evidence reviewPreprint
Brooks, S., Smith, L. E., Webster, R., et al. (2020) · doi:10.31219/osf.io/2txsr · Cited by 28 · see citing works
Classroom Ecology: Relations between Seating Location, Performance, and Attendance
Marshall, P. D., & Losonczy-Marshall, M. (2010) · Psychological Reports · doi:10.2466/11.22.pr0.107.5.567-577 · Cited by 24 · see citing works
von Hippel, P., & Hamrock, C. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2745527 · Cited by 23 · see citing works
School closures and SARS-CoV-2. Evidence from Sweden’s partial school closurePreprint
Vlachos, J., Hertegård, E., & Svaleryd, H. (2020) · medRxiv · doi:10.1101/2020.10.13.20211359 · Cited by 17 · see citing works
The Short- and Long-Term Effects of Student Absence: Evidence from Sweden
Cattan, S., Kamhöfer, D., Karlsson, M., & Nilsson, T. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.3037901 · Cited by 14 · see citing works
School choice in the Netherlands
Karsten, S., & Teelken, C. (1996) · UvA-DARE (University of Amsterdam) · Cited by 14 · see citing works
The Economic Impacts of Learning Losses. OECD Education Working Papers, No. 225.
Hanushek, E. A., & Woessmann, L. (2020) · Cited by 11 · see citing works
The short- and long-term effects of student absence: evidence from Sweden
Cattan, S., Kamhöfer, D. A., Karlsson, M., & Nilsson, T. (2021) · doi:10.1920/wp.ifs.2021.621 · Cited by 6 · see citing works
Rogers, J. (2020) · University of Southern Denmark Research Portal (University of Southern Denmark) · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 9
- Angrist, J. D., and Pischke, J., Mostly Harmless Econometrics: An empiricist's companion; Princeton University Press: 2008.
- Aigner, D. J. (1973). Regression with a binary independent variable subject to errors of observation. Journal of Econometrics 1, 49-59.
- Bollinger, C. R. (1996). Bounding mean regressions when a binary regressor is mismeasured. Journal of Econometrics 73, 387-399.
- Jerrim, J., and Micklewright, J. (2014). Socio-economic gradients in children's cognitive skills: Are cross-country comparisons robust to who reports family back- ground? European Sociological Review 30, 766-781.
- Black, D., Sanders, S., and Taylor, L. (2003). Measurement of higher education in the census and current population survey. Journal of the American Statistical Association 98, 545-554.
- Kapteyn, A., and Ypma, J. Y. (2007). Measurement error and misclassification: A comparison of survey and administrative data. Journal of Labor Economics 25, 513-551.
- Abowd, J. M., and Stinson, M. H. (2013). Estimating measurement error in an- nual job earnings: A comparison of survey and administrative data. Review of Economics and Statistics 95, 1451-1467.
- Buchmann, C., and DiPrete, T. A. (2006). The growing female advantage in college completion: The role of family background and academic achievement. American Sociological Review 71, 515-541.
- Autor, D., Figlio, D., Karbownik, K., Roth, J., and Wasserman, M. (2019). Fam- ily disadvantage and the gender gap in behavioral and educational outcomes. American Economic Journal: Applied Economics 11, 338-81.
Cited by
Sorted by citations
Viner, R., Russell, S., Saulle, R., Croker, H. A., Stansfield, C., Packer, J., Nicholls, D., Goddings, A., Bonell, C. P., Hudson, L. D., et al. (2022) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/jamapediatrics.2021.5840 · Cited by 798 · see citing works
Evaluation of the BNT162b2 Covid-19 Vaccine in Children 5 to 11 Years of Age
Walter, E. B., Talaat, K. R., Sabharwal, C., Gurtman, A., Lockhart, S., Paulsen, G. C., Barnett, E. D., Muñoz, F. M., Maldonado, Y., Pahud, B. A., et al. (2022) · New England Journal of Medicine · doi:10.1056/nejmoa2116298 · Cited by 593 · see citing works
A systematic review and meta-analysis of the evidence on learning during the COVID-19 pandemic
Betthäuser, B. A., Bach-Mortensen, A. M., & Engzell, P. (2023) · Nature Human Behaviour · doi:10.1038/s41562-022-01506-4 · Cited by 568 · see citing works
Effects of COVID-19-Related School Closures on Student Achievement-A Systematic Review
Hammerstein, S., König, C., Dreisörner, T., & Frey, A. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.746289 · Cited by 461 · see citing works
Learning loss during Covid-19: An early systematic review
Donnelly, R., & Patrinos, H. A. (2022) · PROSPECTS · doi:10.1007/s11125-021-09582-6 · Cited by 445 · see citing works
Goudeau, S., Sanrey, C., Stanczak, A., Manstead, A. S. R., & Darnon, C. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01212-7 · Cited by 286 · see citing works
Compensating for academic loss: Online learning and student performance during the COVID-19 pandemic
Clark, A. E., Nong, H., Zhu, H., & Zhu, R. (2021) · China Economic Review · doi:10.1016/j.chieco.2021.101629 · Cited by 271 · see citing works
Dahalan, F., Alias, N., & Shaharom, M. S. N. (2023) · Education and Information Technologies · doi:10.1007/s10639-022-11548-w · Cited by 344 · see citing works
Teachers, Stress, and the COVID-19 Pandemic: A Qualitative Analysis
Robinson, L. E., Valido, A., Drescher, A., Woolweaver, A. B., Espelage, D. L., LoMurray, S., Long, A. C. J., Wright, A. A., & Dailey, M. M. (2022) · School Mental Health · doi:10.1007/s12310-022-09533-2 · Cited by 224 · see citing works
When the Great Equalizer Shuts Down: Schools, Peers, and Parents in Pandemic TimesPreprint
Agostinelli, F., Doepke, M., Sorrenti, G., & Zilibotti, F. (2020) · SSRN Electronic Journal · doi:10.1016/j.jpubeco.2021.104574 · Cited by 228 · see citing works
COVID-19 and educational inequality: How school closures affect low- and high-achieving students
Grewenig, E., Lergetporer, P., Werner, K., Woessmann, L., & Zierow, L. (2021) · European Economic Review · doi:10.1016/j.euroecorev.2021.103920 · Cited by 260 · see citing works
Glaeser, E. L. (2021) · Urban Studies · doi:10.1177/00420980211052230 · Cited by 192 · see citing works
Large socio-economic, geographic and demographic disparities exist in exposure to school closures
Parolin, Z., & Lee, E. K. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01087-8 · Cited by 217 · see citing works
The impact of Covid-19 on student achievement: Evidence from a recent meta-analysis
Di Pietro, G. (2023) · Educational Research Review · doi:10.1016/j.edurev.2023.100530 · Cited by 173 · see citing works
Artificial intelligence for low income countries
Khan, M. S., Umer, H., & Faruqe, F. (2024) · Humanities and Social Sciences Communications · doi:10.1057/s41599-024-03947-w · Cited by 210 · see citing works
COVID-19 learning losses: Early grade reading in South Africa
Ardington, C., Wills, G., & Kotze, J. (2021) · International Journal of Educational Development · doi:10.1016/j.ijedudev.2021.102480 · Cited by 164 · see citing works
Hevia, F. J., Vergara-Lope, S., Velásquez-Durán, A., & Calderón, D. (2022) · International Journal of Educational Development · doi:10.1016/j.ijedudev.2021.102515 · Cited by 158 · see citing works
Zulaika, G., Bulbarelli, M., Nyothach, E., van Eijk, A. M., Mason, L., Fwaya, E., Obor, D., Kwaro, D., Wang, D., Mehta, S. D., et al. (2022) · BMJ Global Health · doi:10.1136/bmjgh-2021-007666 · Cited by 147 · see citing works
Helm, C., Huber, S. G., & Loisinger, T. (2021) · Zeitschrift für Erziehungswissenschaft · doi:10.1007/s11618-021-01000-z · Cited by 151 · see citing works
Inequality and the COVID-19 Crisis in the United Kingdom
Blundell, R. W., Dias, M. C., Cribb, J., Joyce, R. C., Waters, T., Wernham, T., & Xu, X. (2022) · Annual Review of Economics · doi:10.1146/annurev-economics-051520-030252 · Cited by 138 · see citing works
Achievement Gaps in the Wake of COVID-19
Bailey, D. H., Duncan, G. J., Murnane, R. J., & Au Yeung, N. (2021) · Educational Researcher · doi:10.3102/0013189x211011237 · Cited by 134 · see citing works
Zhao, L., Cao, C., Li, Y., & Li, Y. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.107177 · Cited by 130 · see citing works
The Impact of COVID‐19‐Related School Closures on Student Achievement—A Meta‐Analysis
König, C., & Frey, A. (2022) · Educational Measurement: Issues and Practice · doi:10.1111/emip.12495 · Cited by 125 · see citing works
Socioeconomic status and school absenteeism: A systematic review and narrative synthesis
Sosu, E., Dare, S., Goodfellow, C., & Klein, M. (2021) · Revista de educación · doi:10.1002/rev3.3291 · Cited by 115 · see citing works
Sharp increase in inequality in education in times of the COVID-19-pandemic
Haelermans, C., Korthals, R. A., Jacobs, M., de Leeuw, S. G., Vermeulen, S., van Vugt, L., Aarts, B., Prokic‐Breuer, T., van der Velden, R., van Wetten, S., et al. (2022) · PLoS ONE · doi:10.1371/journal.pone.0261114 · Cited by 125 · see citing works
OECD (2021) · OECD eBooks · doi:10.1787/1a23bb23-en · Cited by 123 · see citing works
COVID-19 and Education Disruption in Ontario: Emerging Evidence on Impacts
Gallagher‐Mackay, K., Srivastava, P., Underwood, K., Dhuey, E., McCready, L. T., Born, K. B., Maltsev, A., Perkhun, A., Steiner, R., Barrett, K. A., et al. (2021) · doi:10.47326/ocsat.2021.02.34.1.0 · Cited by 124 · see citing works
School Performance among Children and Adolescents during COVID-19 Pandemic: A Systematic Review
Panagouli, E. D., Stavridou, A., Savvidi, C., Kourti, A., Ψαλτοπούλου, Θ., Sergentanis, T. Ν., & Τσίτσικα, Ά. (2021) · Children · doi:10.3390/children8121134 · Cited by 121 · see citing works
Zierer, K. (2021) · Education Sciences · doi:10.3390/educsci11060252 · Cited by 118 · see citing works
The impacts of remote learning in secondary education during the pandemic in Brazil
Lichand, G., Doria, C. A., Leal-Neto, O., & Fernandes, J. P. C. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01350-6 · Cited by 139 · see citing works
Schult, J., Mahler, N., Fauth, B., & Lindner, M. A. (2022) · School Effectiveness and School Improvement · doi:10.1080/09243453.2022.2061014 · Cited by 262 · see citing works
COVID-19 Vaccine Hesitancy among Parents of Children and Adolescents Living in Brazil
Bagateli, L. E., SAEKI, E. Y., Fadda, M., Agostoni, C. V., Marchisio, P., & Milani, G. P. (2021) · Vaccines · doi:10.3390/vaccines9101115 · Cited by 114 · see citing works
An Analysis of COVID-19 Student Learning Loss
Patrinos, H. A., Vegas, E., & Carter-Rau, R. (2022) · World Bank policy research working paper · doi:10.1596/1813-9450-10033 · Cited by 105 · see citing works
Pandemic Schooling Mode and Student Test Scores: Evidence from US School Districts
Jack, R., Halloran, C., Okun, J., & Oster, E. (2023) · American Economic Review: Insights · doi:10.1257/aeri.20210748 · Cited by 103 · see citing works
Experimental evidence on learning using low-tech when school is out
Angrist, N., Bergman, P., & Matsheng, M. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01381-z · Cited by 105 · see citing works
Jordan, K., David, R., Phillips, T., & Pellini, A. (2021) · Revista de Educación a Distancia (RED) · doi:10.6018/red.453621 · Cited by 103 · see citing works
Tang, K. H. D. (2022) · Educational Research for Policy and Practice · doi:10.1007/s10671-022-09319-y · Cited by 123 · see citing works
Deoni, S., Beauchemin, J., Volpe, A. R., & D’Sa, V. A. (2021) · medRxiv · doi:10.1101/2021.08.10.21261846 · Cited by 130 · see citing works
The legacy of Covid-19 in education
Werner, K., & Woessmann, L. (2023) · Economic Policy · doi:10.1093/epolic/eiad016 · Cited by 111 · see citing works
Klusmann, U., Aldrup, K., Roloff, J., Carstensen, B., Wartenberg, G., Hansen, J., & Hanewinkel, R. (2022) · Teaching and Teacher Education · doi:10.1016/j.tate.2022.103908 · Cited by 132 · see citing works
Grooms, A. A., & Childs, J. (2021) · Journal of Education for Students Placed at Risk (JESPAR) · doi:10.1080/10824669.2021.1906251 · Cited by 99 · see citing works
Lewalter, D. (2023) · Waxmann Verlag GmbH eBooks · doi:10.31244/9783830998488 · Cited by 130 · see citing works
The impact of COVID-19 on the learning and achievement of vulnerable Canadian children and youth
Whitley, J., Beauchamp, M. H., & Brown, C. (2021) · FACETS · doi:10.1139/facets-2021-0096 · Cited by 104 · see citing works
Remote Learning During COVID-19
Munoz-Najar, A., Gilberto, A., Hasan, A., Cobo, C., Azevedo, J. P., & Akmal, M. (2021) · World Bank, Washington, DC eBooks · doi:10.1596/36665 · Cited by 97 · see citing works
Evaluating the Impact of COVID-19 on Society, Environment, Economy, and Education
Kumar, V., Alshazly, H. A., Idris, S. A., & Bourouis, S. (2021) · Sustainability · doi:10.3390/su132413642 · Cited by 104 · see citing works
Mendoza, N. B., Yan, Z., & King, R. B. (2022) · Computers & Education · doi:10.1016/j.compedu.2022.104663 · Cited by 109 · see citing works
Spitzer, M. W. H., & Musslick, S. (2021) · PLOS ONE · doi:10.1371/journal.pone.0255629 · Cited by 138 · see citing works
Mazrekaj, D., & Witte, K. D. (2023) · Perspectives on Psychological Science · doi:10.1177/17456916231181108 · Cited by 105 · see citing works
Hossain, M. J., Ahmmed, F., Rahman, S. M. A., Sanam, S., Emran, T. B., & Mitra, S. (2021) · Heliyon · doi:10.1016/j.heliyon.2021.e07388 · Cited by 96 · see citing works
Blaskó, Z., Costa, P. D., & Schnepf, S. V. (2022) · Journal of European Social Policy · doi:10.1177/09589287221091687 · Cited by 87 · see citing works
Meeter, M. (2021) · Trends in Neuroscience and Education · doi:10.1016/j.tine.2021.100163 · Cited by 85 · see citing works
The Mental Health Impacts of COVID-19 on PK–12 Students: A Systematic Review of Emerging Literature
Naff, D., Williams, S. E., Furman, J., & Yeung, M. (2022) · AERA Open · doi:10.1177/23328584221084722 · Cited by 89 · see citing works
COVID-19 Pandemic and Student Reading Achievement: Findings From a School Panel Study
Ludewig, U., Kleinkorres, R., Schaufelberger, R., Schlitter, T., Lorenz, R., König, C., Frey, A., & McElvany, N. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.876485 · Cited by 95 · see citing works
Thorn, W., & Vincent‐Lancrin, S. (2021) · OECD eBooks · doi:10.1787/1c78681e-en · Cited by 95 · see citing works
No causal effect of school closures in Japan on the spread of COVID-19 in spring 2020
Fukumoto, K., McClean, C. T., & Nakagawa, K. (2021) · Nature Medicine · doi:10.1038/s41591-021-01571-8 · Cited by 83 · see citing works
Learning Loss During COVID-19: An Early Systematic ReviewPreprint
Patrinos, H. A., & Donnelly, R. (2021) · Research Square · doi:10.21203/rs.3.rs-518655/v1 · Cited by 82 · see citing works
Penanggulangan Dampak Learning Loss dalam Meningkatkan Mutu Pembelajaran pada Sekolah Menengah Atas
Hanafiah, H., Sauri, R. S., Mulyadi, D., & Arifudin, O. (2022) · JIIP - Jurnal Ilmiah Ilmu Pendidikan · doi:10.54371/jiip.v5i6.642 · Cited by 81 · see citing works
Aktan, O., & Toraman, Ç. (2022) · Education and Information Technologies · doi:10.1007/s10639-022-11027-2 · Cited by 80 · see citing works
Belastungen von Kindern, Jugendlichen und Eltern in der Corona-Pandemie
Bujard, M., von den Driesch, E., Ruckdeschel, K., Laß, I., Thönnissen, C., Schumann, A., & Schneider, N. (2021) · doi:10.12765/bro-2021-02 · Cited by 80 · see citing works
Dewaele, J.-M., Albakistani, A., & Ahmed, I. K. (2024) · The Language Learning Journal · doi:10.1080/09571736.2022.2110607 · Cited by 78 · see citing works
The Long-Term Distributional and Welfare Effects of Covid-19 School Closures
Fuchs‐Schündeln, N., Krueger, D., Ludwig, A., & Popova, I. (2022) · The Economic Journal · doi:10.1093/ej/ueac028 · Cited by 76 · see citing works
Klootwijk, C. L. T., Koele, I. J., van Hoorn, J., Güroğlu, B., & van Duijvenvoorde, A. C. K. (2021) · Journal of Research on Adolescence · doi:10.1111/jora.12660 · Cited by 80 · see citing works
Pfefferbaum, B. J. (2021) · Current Psychiatry Reports · doi:10.1007/s11920-021-01279-z · Cited by 78 · see citing works
The COVID-19 Pandemic Disrupted Both School Bullying and Cyberbullying
Bacher-Hicks, A., Goodman, J., Green, J. G., & Holt, M. K. (2022) · American Economic Review Insights · doi:10.1257/aeri.20210456 · Cited by 82 · see citing works
COVID-19, college academic performance, and the flexible grading policy: A longitudinal analysis
Rodríguez‐Planas, N. (2022) · Journal of Public Economics · doi:10.1016/j.jpubeco.2022.104606 · Cited by 73 · see citing works
School readiness losses during the COVID-19 outbreak. A comparison of two cohorts of young children
González, M., Loose, T., Liz, M., Pérez, M., Rodríguez‐Vinçon, J. I., Llerena, C. T., & Vásquez‐Echeverría, A. (2022) · Child Development · doi:10.1111/cdev.13738 · Cited by 73 · see citing works
Hsiao, J.-C., & Chang, J. S. (2024) · Interactive Learning Environments · doi:10.1080/10494820.2023.2207187 · Cited by 73 · see citing works
Higher Education Students’ Online Instruction Perceptions: A Quality Virtual Learning Environment
Tan, K. H., Chan, P. P., & Said, N. E. M. (2021) · Sustainability · doi:10.3390/su131910840 · Cited by 70 · see citing works
The Covid-19 Pandemic and School Closure: Learning Loss in Mathematics in Primary EducationPreprint
Contini, D., Tommaso, M. L. D., Muratori, C., Piazzalunga, D., & Schiavon, L. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4114323 · Cited by 73 · see citing works
Yeh, C.-Y., & Tsai, C. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.928717 · Cited by 69 · see citing works
Samala, A. D., Rawas, S., Criollo-C, S., Bojić, L., Prasetya, F., Ranuharja, F., & Marta, R. (2024) · SN Computer Science · doi:10.1007/s42979-024-03538-1 · Cited by 85 · see citing works
Pandemic Schooling Mode and Student Test Scores: Evidence from US States
Halloran, C., Jack, R., Okun, J., & Oster, E. (2021) · doi:10.3386/w29497 · Cited by 110 · see citing works
No learning loss in Sweden during the pandemic: Evidence from primary school reading assessments
Hallin, A. E., Danielsson, H., Nordström, T., & Fälth, L. (2022) · International Journal of Educational Research · doi:10.1016/j.ijer.2022.102011 · Cited by 68 · see citing works
Herby, J., Jonung, L., & Hanke, S. H. (2023) · medRxiv · doi:10.1101/2023.08.30.23294845 · Cited by 68 · see citing works
Impacts of the COVID-19 Control Measures on Widening Educational Inequalities
Darmody, M., Smyth, E., & Russell, H. (2021) · Young · doi:10.1177/11033088211027412 · Cited by 67 · see citing works
Measures implemented in the school setting to contain the COVID-19 pandemic
Krishnaratne, S., Littlecott, H., Sell, K., Burns, J., Rabe, J. E., Stratil, J. M., Litwin, T., Kreutz, C., Coenen, M., Geffert, K., et al. (2022) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd015029 · Cited by 70 · see citing works
Parents' work arrangements and gendered time use during the COVID ‐19 pandemic
Lyttelton, T., Zang, E. X., & Musick, K. (2022) · Journal of Marriage and the Family · doi:10.1111/jomf.12897 · Cited by 66 · see citing works
Neidhöfer, G., Lustig, N. C., & Tommasi, M. (2021) · The Journal of Economic Inequality · doi:10.1007/s10888-021-09501-x · Cited by 65 · see citing works
Spitzer, M., Gutsfeld, R., Wirzberger, M., & Moeller, K. (2021) · Trends in Neuroscience and Education · doi:10.1016/j.tine.2021.100168 · Cited by 65 · see citing works
Fong, C. J. (2022) · Educational Psychology · doi:10.1080/01443410.2022.2026891 · Cited by 69 · see citing works
No evidence of a major learning slide 14 months into the COVID-19 pandemic in Denmark
Birkelund, J. F., & Karlson, K. B. (2022) · European Societies · doi:10.1080/14616696.2022.2129085 · Cited by 64 · see citing works
Aurini, J., & Davies, S. (2021) · Canadian Review of Sociology/Revue canadienne de sociologie · doi:10.1111/cars.12334 · Cited by 69 · see citing works
Widnall, E., Adams, E. A., Plackett, R., Winstone, L., Haworth, C. M. A., Mars, B., & Kidger, J. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19127163 · Cited by 63 · see citing works
Resilience in educational system: A systematic review and directions for future research
Borazon, E. Q., & Chuang, H. (2023) · International Journal of Educational Development · doi:10.1016/j.ijedudev.2023.102761 · Cited by 63 · see citing works
The impact of the COVID-19 pandemic on child and adolescent development around the world
Rao, N., Fisher, P. A., & Editors, C.-1. S. S. (2021) · Child Development · doi:10.1111/cdev.13653 · Cited by 62 · see citing works
Garagiola, E. R., Lam, Q., Wachsmuth, L. S., Tan, T. Y., Ghali, S., Asafo, S. M., & Swarna, M. (2022) · Behavioral Sciences · doi:10.3390/bs12070220 · Cited by 71 · see citing works
Parents’ Acceptance of Educational Technology: Lessons From Around the World
Osorio-Saez, E. M., Eryılmaz, N., & Sandoval-Hernández, A. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.719430 · Cited by 70 · see citing works
Alharthi, M. J. (2022) · Early Childhood Education Journal · doi:10.1007/s10643-021-01286-y · Cited by 59 · see citing works
Chernozhukov, V., Kasahara, H., & Schrimpf, P. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2103420118 · Cited by 62 · see citing works
van der Velde, M., Sense, F., Spijkers, R., Meeter, M., & van Rijn, H. (2021) · Frontiers in Education · doi:10.3389/feduc.2021.712987 · Cited by 57 · see citing works
Molnár, G., & Hermann, Z. (2023) · Learning and Instruction · doi:10.1016/j.learninstruc.2022.101706 · Cited by 54 · see citing works
Social Inequality and Solidarity in Times of COVID-19
Stok, F. M., Bal, M., Yerkes, M. A., & de Wit, J. B. F. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18126339 · Cited by 59 · see citing works
The Pandemic’s effect on demand for public schools, homeschooling, and private schools
Musaddiq, T., Stange, K., Bacher-Hicks, A., & Goodman, J. (2022) · Journal of Public Economics · doi:10.1016/j.jpubeco.2022.104710 · Cited by 56 · see citing works
Causes and costs of global COVID-19 vaccine inequity
Ferranna, M. (2023) · Seminars in Immunopathology · doi:10.1007/s00281-023-00998-0 · Cited by 56 · see citing works
The COVID-19 Pandemic Disrupted Both School Bullying and Cyberbullying
Bacher-Hicks, A., Goodman, J., Green, J. G., & Holt, M. K. (2021) · National Bureau of Economic Research · doi:10.3386/w29590 · Cited by 56 · see citing works
González, S., & Bonal, X. (2021) · European Journal of Education · doi:10.1111/ejed.12476 · Cited by 54 · see citing works
Haser, Ç., Doğan, O., & Erhan, G. K. (2021) · International Journal of Educational Development · doi:10.1016/j.ijedudev.2021.102536 · Cited by 54 · see citing works
Frohn, J. (2021) · European Educational Research Journal · doi:10.1177/14749041211020974 · Cited by 53 · see citing works
Promoting Fair and Just School Environments: Developing Inclusive Youth
Killen, M., & Rutland, A. (2022) · Policy Insights from the Behavioral and Brain Sciences · doi:10.1177/23727322211073795 · Cited by 63 · see citing works
Mäder, S., & Rüttenauer, T. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.820642 · Cited by 53 · see citing works
- Authors
- Engzell, P., Frey, A., & Verhagen, M. D.
- Affiliations
- Stockholm University (SE)
- University of Oxford (GB)
- Corresponding author
- Engzell, Per
- Frey, Arun
- Verhagen, Mark D.
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- Center for Open Science
- Published
- 2020-10-29
- Volume
- 118
- Issue
- 17
- ISSN
- 0027-8424 (ISSN-L)
- PMC
- PMC8092566
- OpenAlex
- W3143968054
- Cited by
- 1,739
- References
- 82
- Citations by year
- 2026: 110 · 2025: 170 · 2024: 293 · 2023: 463 · 2022: 464 · 2021: 235 · 2020: 3 · 2015: 1
- FWCI
- 639.03
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- SocArXiv (OSF Preprints) (submittedVersion, cc-by-nc-nd)
- SocArXiv (OSF Preprints) (submittedVersion)
- Zenodo (CERN European Organization for Nuclear Research) (submittedVersion, cc-by)
- Funders
- Leverhulme Trust
- University of Oxford
- Vetenskapsrådet (2016-07099)
- Forskningsrådet om Hälsa, Arbetsliv och Välfärd (2016-07099)
- Organisation de Coopération et de Développement Économiques
- Economic and Social Research Council
- Topics
- Social Sciences › Education › Education during COVID-19 pandemic
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › COVID-19 Pandemic Impacts
- Keywords
- learning loss, school closures, COVID-19 pandemic, lockdown, national examinations, academic performance, home background, parental education, home-based learning, educational inequality
- MeSH terms
- COVID-19, SARS-CoV-2, Child, Female, Humans, Learning, Male, Netherlands, Quarantine, Schools, Pandemics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review