Estimating the Impact of Social Distance Policy in Mitigating COVID-19 Spread with Factor-Based Imputation Approach
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Julliard, Christian & Shi, Ran & Yuan, Kathy, 2023.
"The spread of COVID-19 in London: Network effects and optimal lockdowns,"
Journal of Econometrics, Elsevier, vol. 235(2), pages 2125-2154.
- Julliard, Christian & Shi, Ran & Yuan, Kathy, 2020. "The spread of COVID-19 in London: network effects and optimal lockdowns," LSE Research Online Documents on Economics 118864, London School of Economics and Political Science, LSE Library.
- Julliard, Christian & Shi, Ran & Yuan, Kathy, 2023. "The spread of COVID-19 in London: network effects and optimal lockdowns," LSE Research Online Documents on Economics 118825, London School of Economics and Political Science, LSE Library.
- Manski, Charles F. & Molinari, Francesca, 2021.
"Estimating the COVID-19 infection rate: Anatomy of an inference problem,"
Journal of Econometrics, Elsevier, vol. 220(1), pages 181-192.
- Charles F. Manski & Francesca Molinari, 2020. "Estimating the COVID-19 Infection Rate: Anatomy of an Inference Problem," NBER Working Papers 27023, National Bureau of Economic Research, Inc.
- Charles F. Manski & Francesca Molinari, 2020. "Estimating the COVID-19 Infection Rate: Anatomy of an Inference Problem," CeMMAP working papers CWP20/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Charles F. Manski & Francesca Molinari, 2020. "Estimating the COVID-19 Infection Rate: Anatomy of an Inference Problem," Papers 2004.06178, arXiv.org.
- Liu, Laura & Moon, Hyungsik Roger & Schorfheide, Frank, 2021.
"Panel forecasts of country-level Covid-19 infections,"
Journal of Econometrics, Elsevier, vol. 220(1), pages 2-22.
- Laura Liu & Hyungsik Roger Moon & Frank Schorfheide, 2020. "Panel Forecasts of Country-Level Covid-19 Infections," NBER Working Papers 27248, National Bureau of Economic Research, Inc.
- Jushan Bai & Serena Ng, 2002.
"Determining the Number of Factors in Approximate Factor Models,"
Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
- Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Econometric Society World Congress 2000 Contributed Papers 1504, Econometric Society.
- Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Boston College Working Papers in Economics 440, Boston College Department of Economics.
- Andrey Simonov & Szymon Sacher & Jean-Pierre Dubé & Shirsho Biswas, 2022. "Frontiers: The Persuasive Effect of Fox News: Noncompliance with Social Distancing During the COVID-19 Pandemic," Marketing Science, INFORMS, vol. 41(2), pages 230-242, March.
- Yun Qiu & Xi Chen & Wei Shi, 2020.
"Impacts of social and economic factors on the transmission of coronavirus disease 2019 (COVID-19) in China,"
Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(4), pages 1127-1172, October.
- Qiu, Yun & Chen, Xi & Shi, Wei, 2020. "Impacts of Social and Economic Factors on the Transmission of Coronavirus Disease 2019 (COVID-19) in China," GLO Discussion Paper Series 494, Global Labor Organization (GLO).
- Qiu, Yun & Chen, Xi & Shi, Wei, 2020. "Impacts of Social and Economic Factors on the Transmission of Coronavirus Disease 2019 (COVID-19) in China," IZA Discussion Papers 13165, Institute of Labor Economics (IZA).
- Qiu, Yun & Chen, Xi & Shi, Wei, 2020. "Impacts of Social and Economic Factors on the Transmission of Coronavirus Disease 2019 (COVID-19) in China," GLO Discussion Paper Series 494 [pre.], Global Labor Organization (GLO).
- Bai, Jushan & Ng, Serena, 2019. "Rank regularized estimation of approximate factor models," Journal of Econometrics, Elsevier, vol. 212(1), pages 78-96.
- Korolev, Ivan, 2021. "Identification and estimation of the SEIRD epidemic model for COVID-19," Journal of Econometrics, Elsevier, vol. 220(1), pages 63-85.
- Fang, Hanming & Wang, Long & Yang, Yang, 2020.
"Human mobility restrictions and the spread of the Novel Coronavirus (2019-nCoV) in China,"
Journal of Public Economics, Elsevier, vol. 191(C).
- Hanming Fang & Long Wang & Yang Yang, 2020. "Human Mobility Restrictions and the Spread of the Novel Coronavirus (2019-nCoV) in China," PIER Working Paper Archive 20-011, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
- Hanming Fang & Long Wang & Yang Yang, 2020. "Human Mobility Restrictions and the Spread of the Novel Coronavirus (2019-nCoV) in China," NBER Working Papers 26906, National Bureau of Economic Research, Inc.
- Sang-Wook (Stanley) Cho, 2020. "Quantifying the impact of nonpharmaceutical interventions during the COVID-19 outbreak: The case of Sweden," The Econometrics Journal, Royal Economic Society, vol. 23(3), pages 323-344.
- Lee, Sokbae & Liao, Yuan & Seo, Myung Hwan & Shin, Youngki, 2021.
"Sparse HP filter: Finding kinks in the COVID-19 contact rate,"
Journal of Econometrics, Elsevier, vol. 220(1), pages 158-180.
- Sokbae Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP Filter: Finding Kinks in the COVID-19 Contact Rate," Department of Economics Working Papers 2020-06, McMaster University.
- Sokbae Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP Filter: Finding Kinks in the COVID-19 Contact Rate," Working Paper Series no136, Institute of Economic Research, Seoul National University.
- Sokbae Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP Filter: Finding Kinks in the COVID-19 Contact Rate," Papers 2006.10555, arXiv.org, revised Jul 2020.
- Sokbae (Simon) Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP filter: Finding kinks in the COVID-19 contact rate," CeMMAP working papers CWP32/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Daron Acemoglu & Victor Chernozhukov & Iván Werning & Michael D. Whinston, 2021.
"Optimal Targeted Lockdowns in a Multigroup SIR Model,"
American Economic Review: Insights, American Economic Association, vol. 3(4), pages 487-502, December.
- Daron Acemoglu & Iván Werning & Michael D. Whinston & Victor Chernozhukovz, 2020. "Optimal Targeted Lockdowns in a Multi-Group SIR Model," Working Papers 826, Economic Research Southern Africa.
- Daron Acemoglu & Victor Chernozhukov & Iván Werning & Michael D. Whinston, 2020. "Optimal Targeted Lockdowns in a Multi-Group SIR Model," NBER Working Papers 27102, National Bureau of Economic Research, Inc.
- Callaway, Brantly & Li, Tong, 2023.
"Policy evaluation during a pandemic,"
Journal of Econometrics, Elsevier, vol. 236(1).
- Brantly Callaway & Tong Li, 2021. "Policy Evaluation during a Pandemic," Papers 2105.06927, arXiv.org, revised Oct 2022.
- 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).
- Fernández-Villaverde, Jesús & Jones, Chad, 2020. "Estimating and Simulating a SIRD Model of COVID-19 for Many Countries, States, and Cities," CEPR Discussion Papers 14711, C.E.P.R. Discussion Papers.
- Jesús Fernández-Villaverde & Charles I. Jones, 2020. "Estimating and Simulating a SIRD Model of COVID-19 for Many Countries, States, and Cities," NBER Working Papers 27128, National Bureau of Economic Research, Inc.
- Jushan Bai & Serena Ng, 2021.
"Matrix Completion, Counterfactuals, and Factor Analysis of Missing Data,"
Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1746-1763, October.
- Jushan Bai & Serena Ng, 2019. "Matrix Completion, Counterfactuals, and Factor Analysis of Missing Data," Papers 1910.06677, arXiv.org, revised Aug 2021.
- Hortaçsu, Ali & Liu, Jiarui & Schwieg, Timothy, 2021.
"Estimating the fraction of unreported infections in epidemics with a known epicenter: An application to COVID-19,"
Journal of Econometrics, Elsevier, vol. 220(1), pages 106-129.
- Ali Hortaçsu & Jiarui Liu & Timothy Schwieg, 2020. "Estimating the Fraction of Unreported Infections in Epidemics with a Known Epicenter: an Application to COVID-19," NBER Working Papers 27028, National Bureau of Economic Research, Inc.
- Ali Hortacsu & Jiarui Liu & Timothy Schwieg, 2020. "Estimating the Fraction of Unreported Infections in Epidemics with a Known Epicenter: an Application to COVID-19," CeMMAP working papers CWP21/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Ho, Paul & Lubik, Thomas A. & Matthes, Christian, 2023.
"How to go viral: A COVID-19 model with endogenously time-varying parameters,"
Journal of Econometrics, Elsevier, vol. 232(1), pages 70-86.
- Paul Ho & Thomas A. Lubik & Christian Matthes, 2020. "How To Go Viral: A COVID-19 Model with Endogenously Time-Varying Parameters," Working Paper 20-10, Federal Reserve Bank of Richmond.
- Chen, Kexin & Pun, Chi Seng & Wong, Hoi Ying, 2023. "Efficient social distancing during the COVID-19 pandemic: Integrating economic and public health considerations," European Journal of Operational Research, Elsevier, vol. 304(1), pages 84-98.
- Chernozhukov, Victor & Kasahara, Hiroyuki & Schrimpf, Paul, 2021.
"Causal impact of masks, policies, behavior on early covid-19 pandemic in the U.S,"
Journal of Econometrics, Elsevier, vol. 220(1), pages 23-62.
- Victor Chernozhukov & Hiroyuki Kasahara & Paul Schrimpf, 2020. "Causal impact of masks, policies, behavior on early COVID-19 pandemic in the U.S," CeMMAP working papers CWP24/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Victor Chernozhukov & Hiroyuki Kasaha & Paul Schrimpf, 2020. "Causal Impact of Masks, Policies, Behavior on Early Covid-19 Pandemic in the U.S," Papers 2005.14168, arXiv.org, revised Oct 2020.
- Goodman-Bacon, Andrew & Marcus, Jan, 2020. "Using Difference-in-Differences to Identify Causal Effects of COVID-19 Policies," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 14(2), pages 153-158.
- Li, Shaoran & Linton, Oliver, 2021.
"When will the Covid-19 pandemic peak?,"
Journal of Econometrics, Elsevier, vol. 220(1), pages 130-157.
- Li, S. & Linton, O., 2020. "When will the Covid-19 pandemic peak?," Cambridge Working Papers in Economics 2025, Faculty of Economics, University of Cambridge.
- Oliver Linton, 2020. "When will the Covid-19 pandemic peak?," CeMMAP working papers CWP11/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
- James H Fowler & Seth J Hill & Remy Levin & Nick Obradovich, 2021. "Stay-at-home orders associate with subsequent decreases in COVID-19 cases and fatalities in the United States," PLOS ONE, Public Library of Science, vol. 16(6), pages 1-15, June.
- Jayson S. Jia & Xin Lu & Yun Yuan & Ge Xu & Jianmin Jia & Nicholas A. Christakis, 2020. "Population flow drives spatio-temporal distribution of COVID-19 in China," Nature, Nature, vol. 582(7812), pages 389-394, June.
- Bao, Zhengyang & Huang, Difang, 2021. "Shadow Banking in a Crisis: Evidence from Fintech During COVID-19," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(7), pages 2320-2355, November.
- Boyao Wu & Difang Huang & Muzi Chen, 2023. "Estimating contagion mechanism in global equity market with time‐zone effect," Financial Management, Financial Management Association International, vol. 52(3), pages 543-572, September.
- Andrew I. Friedson & Drew McNichols & Joseph J. Sabia & Dhaval Dave, 2021. "Shelter‐In‐Place Orders And Public Health: Evidence From California During The Covid‐19 Pandemic," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(1), pages 258-283, January.
- Fırat Bilgel, 2022. "Effects of Covid-19 lockdowns on social distancing in Turkey [Synthetic control methods for comparative case studies: Estimating the effect of California’s tobacco control program]," The Econometrics Journal, Royal Economic Society, vol. 25(3), pages 781-805.
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.- Jonas E. Arias & Jesús Fernández-Villaverde & Juan F. Rubio-Ramirez & Minchul Shin, 2021. "Bayesian Estimation of Epidemiological Models: Methods, Causality, and Policy Trade-Offs," Working Papers 21-18, Federal Reserve Bank of Philadelphia.
- Jonas E. Arias & Jesús Fernández-Villaverde & Juan F. Rubio-Ramírez & Minchul Shin, 2021.
"Bayesian Estimation of Epidemiological Models: Methods, Causality, and Policy Trade-Offs,"
CESifo Working Paper Series
8977, CESifo.
- Jonas E. Arias & Jesús Fernández-Villaverde & Juan F. Rubio-Ramírez & Minchul Shin, 2021. "Bayesian Estimation of Epidemiological Models: Methods, Causality, and Policy Trade-Offs," Working Papers 2021-09, FEDEA.
- Fernández-Villaverde, Jesús & Arias, Jonas & Rubio-RamÃrez, Juan Francisco & Shin, Minchul, 2021. "Bayesian Estimation of Epidemiological Models: Methods, Causality, and Policy Trade-Offs," CEPR Discussion Papers 15951, C.E.P.R. Discussion Papers.
- Jonas E. Arias & Jesús Fernández-Villaverde & Juan Rubio Ramírez & Minchul Shin, 2021. "The Causal Effects of Lockdown Policies on Health and Macroeconomic Outcomes," NBER Working Papers 28617, National Bureau of Economic Research, Inc.
- Callaway, Brantly & Li, Tong, 2023.
"Policy evaluation during a pandemic,"
Journal of Econometrics, Elsevier, vol. 236(1).
- Brantly Callaway & Tong Li, 2021. "Policy Evaluation during a Pandemic," Papers 2105.06927, arXiv.org, revised Oct 2022.
- Lee, Sokbae & Liao, Yuan & Seo, Myung Hwan & Shin, Youngki, 2021.
"Sparse HP filter: Finding kinks in the COVID-19 contact rate,"
Journal of Econometrics, Elsevier, vol. 220(1), pages 158-180.
- Sokbae Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP Filter: Finding Kinks in the COVID-19 Contact Rate," Department of Economics Working Papers 2020-06, McMaster University.
- Sokbae Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP Filter: Finding Kinks in the COVID-19 Contact Rate," Papers 2006.10555, arXiv.org, revised Jul 2020.
- Sokbae (Simon) Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP filter: Finding kinks in the COVID-19 contact rate," CeMMAP working papers CWP32/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Sokbae Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Sparse HP Filter: Finding Kinks in the COVID-19 Contact Rate," Working Paper Series no136, Institute of Economic Research, Seoul National University.
- Julliard, Christian & Shi, Ran & Yuan, Kathy, 2023.
"The spread of COVID-19 in London: Network effects and optimal lockdowns,"
Journal of Econometrics, Elsevier, vol. 235(2), pages 2125-2154.
- Julliard, Christian & Shi, Ran & Yuan, Kathy, 2020. "The spread of COVID-19 in London: network effects and optimal lockdowns," LSE Research Online Documents on Economics 118864, London School of Economics and Political Science, LSE Library.
- Julliard, Christian & Shi, Ran & Yuan, Kathy, 2023. "The spread of COVID-19 in London: network effects and optimal lockdowns," LSE Research Online Documents on Economics 118825, London School of Economics and Political Science, LSE Library.
- Hartl, Tobias, 2021. "Monitoring the pandemic: A fractional filter for the COVID-19 contact rate," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242380, Verein für Socialpolitik / German Economic Association.
- Tobias Hartl, 2021. "Monitoring the pandemic: A fractional filter for the COVID-19 contact rate," Papers 2102.10067, arXiv.org.
- Mauro Caselli & Andrea Fracasso & Sergio Scicchitano, 2022. "From the lockdown to the new normal: individual mobility and local labor market characteristics following the COVID-19 pandemic in Italy," Journal of Population Economics, Springer;European Society for Population Economics, vol. 35(4), pages 1517-1550, October.
- Garriga, Carlos & Manuelli, Rody & Sanghi, Siddhartha, 2022.
"Optimal management of an epidemic: Lockdown, vaccine and value of life,"
Journal of Economic Dynamics and Control, Elsevier, vol. 140(C).
- Carlos Garriga & Rody Manuelli & Siddhartha Sanghi, 2020. "Optimal Management of an Epidemic: Lockdown, Vaccine and Value of Life," Working Papers 2020-031, Human Capital and Economic Opportunity Working Group.
- Carlos Garriga & Rodolfo E. Manuelli & Siddhartha Sanghi, 2022. "Optimal Management of an Epidemic: Lockdown, Vaccine and Value of Life," Working Papers 2020-046, Federal Reserve Bank of St. Louis.
- Bisin, Alberto & Moro, Andrea, 2022. "JUE insight: Learning epidemiology by doing: The empirical implications of a Spatial-SIR model with behavioral responses," Journal of Urban Economics, Elsevier, vol. 127(C).
- 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).
- Fernández-Villaverde, Jesús & Jones, Chad, 2020. "Estimating and Simulating a SIRD Model of COVID-19 for Many Countries, States, and Cities," CEPR Discussion Papers 14711, C.E.P.R. Discussion Papers.
- Jesús Fernández-Villaverde & Charles I. Jones, 2020. "Estimating and Simulating a SIRD Model of COVID-19 for Many Countries, States, and Cities," NBER Working Papers 27128, National Bureau of Economic Research, Inc.
- Li, Jingjing & Zhuang, Chu & Zou, Wei, 2024. "A tale of lockdown policies on the transmission of COVID-19 within and between Chinese cities: A study based on heterogeneous treatment effect," Economics & Human Biology, Elsevier, vol. 53(C).
- Daniel L. Millimet & Christopher F. Parmeter, 2022.
"COVID‐19 severity: A new approach to quantifying global cases and deaths,"
Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 185(3), pages 1178-1215, July.
- Millimet, Daniel L. & Parmeter, Christopher F., 2021. "COVID-19 Severity: A New Approach to Quantifying Global Cases and Deaths," IZA Discussion Papers 14116, Institute of Labor Economics (IZA).
- Chen, Xi & Qiu, Yun & Shi, Wei & Yu, Pei, 2022.
"Key links in network interactions: Assessing route-specific travel restrictions in China during the Covid-19 pandemic,"
China Economic Review, Elsevier, vol. 73(C).
- Chen, Xi & Qiu, Yun & Shi, Wei & Yu, Pei, 2022. "Key Links in Network Interactions: Assessing Route-Specific Travel Restrictions in China during the COVID-19 Pandemic," IZA Discussion Papers 15038, Institute of Labor Economics (IZA).
- Chen, Xi & Qiu, Yun & Shi, Wei & Yu, Pei, 2022. "Key Links in Network Interactions: Assessing Route-specific Travel Restrictions in China during the Covid-19 Pandemic," GLO Discussion Paper Series 1030, Global Labor Organization (GLO).
- INOUE Tomoo & OKIMOTO Tatsuyoshi, 2022. "Exploring the Dynamic Relationship between Mobility and the Spread of COVID-19, and the Role of Vaccines," Discussion papers 22011, Research Institute of Economy, Trade and Industry (RIETI).
- Otilia Boldea & Adriana Cornea-Madeira & João Madeira, 2023. "Disentangling the effect of measures, variants, and vaccines on SARS-CoV-2 infections in England: a dynamic intensity model," The Econometrics Journal, Royal Economic Society, vol. 26(3), pages 444-466.
- Léa BOU SLEIMAN & Germain GAUTHIER, 2020. "COVID-19: Reduced forms have gone viral, but what do they tell us?," Working Papers 2020-32, Center for Research in Economics and Statistics, revised 18 Jan 2021.
- Germain Gauthier, 2021. "On the Use of Two-Way Fixed Effects Models for Policy Evaluation During Pandemics," Papers 2106.10949, arXiv.org.
- Alexander Chudik & M. Hashem Pesaran & Alessandro Rebucci, 2023.
"Social Distancing, Vaccination and Evolution of COVID-19 Transmission Rates in Europe,"
IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 71(2), pages 474-508, June.
- Alexander Chudik & M. Hashem Pesaran & Alessandro Rebucci, 2022. "Social Distancing, Vaccination and Evolution of Covid-19 Transmission Rates in Europe," CESifo Working Paper Series 9754, CESifo.
- Chudik, A. & Pesaran, M. H. & Rebucci, A., 2022. "Social Distancing, Vaccination and Evolution of COVID-19 Transmission Rates in Europe," Cambridge Working Papers in Economics 2230, Faculty of Economics, University of Cambridge.
- Alexander Chudik & M. Hashem Pesaran & Alessandro Rebucci, 2022. "Social Distancing, Vaccination and Evolution of COVID-19 Transmission Rates in Europe," Globalization Institute Working Papers 414, Federal Reserve Bank of Dallas, revised 12 Jul 2022.
More about this item
NEP fields
This paper has been announced in the following NEP Reports:- NEP-HEA-2024-06-24 (Health Economics)
Statistics
Access and download statisticsCorrections
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:arx:papers:2405.12180. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.