IDEAS home Printed from https://ideas.repec.org/a/eee/deveco/v170y2024ics0304387824000622.html
   My bibliography  Save this article

Social distancing and COVID-19 under violence: Evidence from Colombia

Author

Listed:
  • Martin, Diego A.
  • Romero, Dario A.

Abstract

Did violence increase social distancing and decrease COVID-19 cases? We investigated the effects of massacres on social distancing and subsequent impacts on COVID-19 cases in Colombia. Using an augmented synthetic control method model, we find that massacres reduced human mobility toward parks by six percentage points compared to unaffected areas. However, we did not find significant changes in workplace mobility. Moreover, alterations in social interactions caused by the violence had minimal effects on the spread of COVID-19. Following the occurrence of the first massacre, there was a decrease in 35 new cases per 100,000 inhabitants in the subsequent four months, with no evidence of changes in COVID-19 deaths. By leveraging an exogenous shock unrelated to the fear of the disease or its previous levels, we demonstrate the effect of social distancing and offer insights into social dynamics and public health.

Suggested Citation

  • Martin, Diego A. & Romero, Dario A., 2024. "Social distancing and COVID-19 under violence: Evidence from Colombia," Journal of Development Economics, Elsevier, vol. 170(C).
  • Handle: RePEc:eee:deveco:v:170:y:2024:i:c:s0304387824000622
    DOI: 10.1016/j.jdeveco.2024.103313
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304387824000622
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jdeveco.2024.103313?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. Taylor, Alan M. & Dube, Arindrajit & Girardi, Daniele & Jordà , Òscar, 2023. "A Local Projections Approach to Difference-in-Differences Event Studies," CEPR Discussion Papers 18141, C.E.P.R. Discussion Papers.
    2. Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2021. "The Augmented Synthetic Control Method," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1789-1803, October.
    3. Moya, Andrés, 2018. "Violence, psychological trauma, and risk attitudes: Evidence from victims of violence in Colombia," Journal of Development Economics, Elsevier, vol. 131(C), pages 15-27.
    4. James A. Robinson & Ragnar Torvik, 2009. "The Real Swing Voter's Curse," American Economic Review, American Economic Association, vol. 99(2), pages 310-315, May.
    5. Blattman, Christopher & Lessing, Benjamin & Tobon, Santiago & Duncan, Gustavo, 2021. "Gang rule: Understanding and Countering Criminal Governance," SocArXiv 5nyqs, Center for Open Science.
    6. Lu, Yifan & Yamazaki, Satoshi, 2023. "Fish to fight: Does catching more fish increase conflicts in Indonesia?," World Development, Elsevier, vol. 170(C).
    7. Martínez, Luis R., 2017. "Transnational insurgents: Evidence from Colombia's FARC at the border with Chávez's Venezuela," Journal of Development Economics, Elsevier, vol. 126(C), pages 138-153.
    8. Kirill Borusyak & Xavier Jaravel & Jann Spiess, 2021. "Revisiting Event Study Designs: Robust and Efficient Estimation," Papers 2108.12419, arXiv.org, revised Jan 2024.
    9. Amy E. Nivette & Renee Zahnow & Raul Aguilar & Andri Ahven & Shai Amram & Barak Ariel & María José Arosemena Burbano & Roberta Astolfi & Dirk Baier & Hyung-Min Bark & Joris E. H. Beijers & Marcelo Ber, 2021. "A global analysis of the impact of COVID-19 stay-at-home restrictions on crime," Nature Human Behaviour, Nature, vol. 5(7), pages 868-877, July.
    10. Fearon, James D. & Laitin, David D., 2003. "Ethnicity, Insurgency, and Civil War," American Political Science Review, Cambridge University Press, vol. 97(1), pages 75-90, February.
    11. Jenkins, Stephen P, 1995. "Easy Estimation Methods for Discrete-Time Duration Models," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 57(1), pages 129-138, February.
    12. Mounu Prem & Andrés F. Rivera & Dario A. Romero & Juan F. Vargas, 2022. "Selective Civilian Targeting: The Unintended Consequences of Partial Peace," Quarterly Journal of Political Science, now publishers, vol. 17(3), pages 317-354, July.
    13. Ibáñez, Ana Mari­a & Vélez, Carlos Eduardo, 2008. "Civil Conflict and Forced Migration: The Micro Determinants and Welfare Losses of Displacement in Colombia," World Development, Elsevier, vol. 36(4), pages 659-676, April.
    14. Sophia Dawkins, 2021. "The problem of the missing dead," Journal of Peace Research, Peace Research Institute Oslo, vol. 58(5), pages 1098-1116, September.
    15. Eli Ben‐Michael & Avi Feller & Jesse Rothstein, 2022. "Synthetic controls with staggered adoption," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(2), pages 351-381, April.
    16. Prakash, Navendu & Srivastava, Bhavya & Singh, Shveta & Sharma, Seema & Jain, Sonali, 2022. "Effectiveness of social distancing interventions in containing COVID-19 incidence: International evidence using Kalman filter," Economics & Human Biology, Elsevier, vol. 44(C).
    17. Lucas Marín Llanes, 2020. "Unintended Consequences of Alternative Development Programs: Evidence From Colombia's Illegal Crop Substitution," Documentos CEDE 18468, Universidad de los Andes, Facultad de Economía, CEDE.
    18. Arindrajit Dube & Daniele Girardi & Òscar Jordà & Alan M. Taylor, 2023. "A Local Projections Approach to Difference-in-Differences," NBER Working Papers 31184, National Bureau of Economic Research, Inc.
    19. Jorge Restrepo & Michael Spagat & Juan Vargas, 2004. "The Dynamics of the Columbian Civil Conflict: A New Dataset," Homo Oeconomicus, Institute of SocioEconomics, vol. 21, pages 396-429.
    20. Cavgias, Alexsandros & Bruce, Raphael & Meloni, Luis, 2023. "Policy enforcement in the presence of organized crime: Evidence from Rio de Janeiro," Journal of Development Economics, Elsevier, vol. 162(C).
    21. Bernal, Carolina & Prem, Mounu & Vargas, Juan F. & Ortiz, Mónica, 2024. "Peaceful entry: Entrepreneurship dynamics during Colombia’s peace agreement," Journal of Development Economics, Elsevier, vol. 166(C).
    22. Jonas E. Arias & Jesús Fernández- Villaverde & Juan F. Rubio-Ramírez & Minchul Shin, 2023. "The Causal Effects of Lockdown Policies on Health and Macroeconomic Outcomes," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(3), pages 287-319, July.
    23. Cassy Dorff & Grace Adcox & Amanda Konet, 2023. "Data innovations on protests in the United States," Journal of Peace Research, Peace Research Institute Oslo, vol. 60(1), pages 172-189, January.
    24. Gilles Duranton, 2016. "Agglomeration Effects In Colombia," Journal of Regional Science, Wiley Blackwell, vol. 56(2), pages 210-238, March.
    25. Alberto Abadie & Alexis Diamond & Jens Hainmueller, 2015. "Comparative Politics and the Synthetic Control Method," American Journal of Political Science, John Wiley & Sons, vol. 59(2), pages 495-510, February.
    26. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    27. Del Prete, Davide & Di Maio, Michele & Rahman, Aminur, 2023. "Firms amid conflict: Performance, production inputs, and market competition," Journal of Development Economics, Elsevier, vol. 164(C).
    28. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    29. Imad A. Moosa, 2020. "The effectiveness of social distancing in containing Covid-19," Applied Economics, Taylor & Francis Journals, vol. 52(58), pages 6292-6305, December.
    30. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    31. Jonathan Roth, 2024. "Interpreting Event-Studies from Recent Difference-in-Differences Methods," Papers 2401.12309, arXiv.org.
    32. Bloem, Jeffrey R. & Salemi, Colette, 2021. "COVID-19 and conflict," World Development, Elsevier, vol. 140(C).
    33. Jairo J. Parada, 2022. "Colombia’s Peace Process: A Case Study of a Vexing Society Struggling for Institutional Adjustment," Journal of Economic Issues, Taylor & Francis Journals, vol. 56(2), pages 335-347, April.
    34. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    35. Jennifer S. Holmes & Agustin Palao Mendizabal & David Saucedo De La Fuente & Mercedez Callenes & Álvaro Cárdenas, 2021. "Paramilitary Violence in Colombia: A Multilevel Negative Binomial Analysis," Defence and Peace Economics, Taylor & Francis Journals, vol. 32(2), pages 193-219, February.
    36. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    37. Matthew Adam Kocher & Thomas B. Pepinsky & Stathis N. Kalyvas, 2011. "Aerial Bombing and Counterinsurgency in the Vietnam War," American Journal of Political Science, John Wiley & Sons, vol. 55(2), pages 201-218, April.
    38. Daron Acemoglu & Leopoldo Fergusson & James Robinson & Dario Romero & Juan F. Vargas, 2020. "The Perils of High-Powered Incentives: Evidence from Colombia's False Positives," American Economic Journal: Economic Policy, American Economic Association, vol. 12(3), pages 1-43, August.
    39. de Aguas, Johan & Ramírez Jaramillo, Juan Carlos, 2022. "Configuración territorial de las provincias en Colombia," Estudios y Perspectivas – Oficina de la CEPAL en Bogotá 48021, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    40. Eseosa Ekhator-Mobayode, Uche & Hanmer, Lucia C. & Rubiano-Matulevich, Eliana & Jimena Arango, Diana, 2022. "The effect of armed conflict on intimate partner violence: Evidence from the Boko Haram insurgency in Nigeria," World Development, Elsevier, vol. 153(C).
    41. Douglas W. Allen, 2022. "Covid-19 Lockdown Cost/Benefits: A Critical Assessment of the Literature," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 29(1), pages 1-32, January.
    42. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    43. Ulrich Oslender, 2007. "Violence in development: the logic of forced displacement on Colombia's Pacific coast," Development in Practice, Taylor & Francis Journals, vol. 17(6), pages 752-764, November.
    44. Arinze Nwokolo, 2022. "Oil Price Shocks and Civil Conflict: Evidence from Nigeria," The World Bank Economic Review, World Bank, vol. 36(1), pages 171-197.
    45. Vincenzo Alfano & Salvatore Ercolano, 2020. "The Efficacy of Lockdown Against COVID-19: A Cross-Country Panel Analysis," Applied Health Economics and Health Policy, Springer, vol. 18(4), pages 509-517, August.
    Full references (including those not matched with items on IDEAS)

    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. Diego A. Martin & Dario A. Romero, 2023. "Pretending to be the Law: Violence to Reduce the COVID-19 Outbreak," CID Working Papers 155a, Center for International Development at Harvard University.
    2. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Jun 2024.
    3. repec:ags:aaea22:335971 is not listed on IDEAS
    4. Dennis Shen & Peng Ding & Jasjeet Sekhon & Bin Yu, 2022. "Same Root Different Leaves: Time Series and Cross-Sectional Methods in Panel Data," Papers 2207.14481, arXiv.org, revised Oct 2022.
    5. Andrii Melnychuk, 2024. "Synthetic Controls with spillover effects: A comparative study," Papers 2405.01645, arXiv.org.
    6. Stefano, Roberta di & Mellace, Giovanni, 2020. "The inclusive synthetic control method," Discussion Papers on Economics 14/2020, University of Southern Denmark, Department of Economics.
    7. Miguel Fajardo-Steinhauser, 2023. "Peace Dividends: The Economic Effects of Colombia's Peace Agreement," Papers 2301.01843, arXiv.org.
    8. David Gilchrist & Thomas Emery & Nuno Garoupa & Rok Spruk, 2023. "Synthetic Control Method: A tool for comparative case studies in economic history," Journal of Economic Surveys, Wiley Blackwell, vol. 37(2), pages 409-445, April.
    9. Lea Bottmer & Guido Imbens & Jann Spiess & Merrill Warnick, 2021. "A Design-Based Perspective on Synthetic Control Methods," Papers 2101.09398, arXiv.org, revised Jul 2023.
    10. Enzo Brox & Riccardo Di Francesco, 2024. "The Cost of Coming Out," Papers 2403.03649, arXiv.org, revised Jun 2024.
    11. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    12. Wagner, Gary A. & Rork, Jonathan C., 2023. "Does state tax reciprocity affect interstate commuting? Evidence from a natural experiment," Regional Science and Urban Economics, Elsevier, vol. 102(C).
    13. Fiammetta Menchetti & Fabrizio Cipollini & Fabrizia Mealli, 2023. "Combining counterfactual outcomes and ARIMA models for policy evaluation," The Econometrics Journal, Royal Economic Society, vol. 26(1), pages 1-24.
    14. Jiafeng Chen, 2023. "Synthetic Control as Online Linear Regression," Econometrica, Econometric Society, vol. 91(2), pages 465-491, March.
    15. Joakim Weill, 2023. "Flood Risk Mapping and the Distributional Impacts of Climate Information," Working Papers 2023.10, FAERE - French Association of Environmental and Resource Economists.
    16. Giulio Grossi, 2023. "The policy is always greener: impact heterogeneity of Covid-19 vaccination lotteries in the US," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 32(4), pages 1351-1375, October.
    17. Bennett, Magdalena, 2021. "All things equal? Heterogeneity in policy effectiveness against COVID-19 spread in chile," World Development, Elsevier, vol. 137(C).
    18. Joakim A. Weill, 2023. "Flood Risk Mapping and the Distributional Impacts of Climate Information," Finance and Economics Discussion Series 2023-066, Board of Governors of the Federal Reserve System (U.S.).
    19. Hideki Shimada & Kenji Asano & Yu Nagai & Akito Ozawa, 2022. "Assessing the Impact of Offshore Wind Power Deployment on Fishery: A Synthetic Control Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 83(3), pages 791-829, November.
    20. Fang, Francis Haoyu & Vlaicu, Razvan, 2024. "Local Banking Supply and Private Firm Activity: Evidence from Branch Closures," IDB Publications (Working Papers) 13645, Inter-American Development Bank.
    21. Nicolaj N. Mühlbach, 2020. "Tree-based Synthetic Control Methods: Consequences of moving the US Embassy," CREATES Research Papers 2020-04, Department of Economics and Business Economics, Aarhus University.

    More about this item

    Keywords

    COVID-19; Social distancing; Lockdowns; Massacres;
    All these keywords.

    JEL classification:

    • H75 - Public Economics - - State and Local Government; Intergovernmental Relations - - - State and Local Government: Health, Education, and Welfare
    • D74 - Microeconomics - - Analysis of Collective Decision-Making - - - Conflict; Conflict Resolution; Alliances; Revolutions
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law

    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:deveco:v:170:y:2024:i:c:s0304387824000622. 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/devec .

    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.