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Estimating the Effects of Syrian Civil War

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  • Aleksandar Keseljevic
  • Rok Spruk

Abstract

We examine the effect of civil war in Syria on economic growth, human development and institutional quality. Building on the synthetic control method, we estimate the missing counterfactual scenario in the hypothetical absence of the armed conflict that led to unprecedented humanitarian crisis and population displacement in modern history. By matching Syrian growth and development trajectories with the characteristics of the donor pool of 66 countries with no armed internal conflict in the period 1996-2021, we estimate a series of growth and development gaps attributed to civil war. Syrian civil war appears to have had a temporary negative effect on the trajectory of economic growth that almost disappeared before the onset of COVID19 pandemic. By contrast, the civil war led to unprecedented losses in human development, rising infant mortality and rampantly deteriorating institutional quality. Down to the present day, each year of the conflict led to 5,700 additional under-five child deaths with permanently derailed negative effect on longevity. The civil war led to unprecedent and permanent deterioration in institutional quality indicated by pervasive weakening of the rule of law and deleterious impacts on government effectiveness, civil liberties and widespread escalation of corruption. The estimated effects survive a battery of placebo checks.

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  • Aleksandar Keseljevic & Rok Spruk, 2022. "Estimating the Effects of Syrian Civil War," Papers 2209.03046, arXiv.org.
  • Handle: RePEc:arx:papers:2209.03046
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    1. Rafael Di Tella & Alberto Ades, 1999. "Rents, Competition, and Corruption," American Economic Review, American Economic Association, vol. 89(4), pages 982-993, September.
    2. Ghobarah, Hazem Adam & Huth, Paul & Russett, Bruce, 2003. "Civil Wars Kill and Maim People—Long After the Shooting Stops," American Political Science Review, Cambridge University Press, vol. 97(2), pages 189-202, May.
    3. Giorgia Giovannetti & Elena Perra, 2019. "Syria in the Dark: Estimating the Economic Consequences of the Civil War through Satellite-Derived Night Time Lights," Working Papers - Economics wp2019_05.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    4. Grobar, Lisa Morris & Gnanaselvam, Shiranthi, 1993. "The Economic Effects of the Sri Lankan Civil War," Economic Development and Cultural Change, University of Chicago Press, vol. 41(2), pages 395-405, January.
    5. Sebastian Galiani & Brian Quistorff, 2017. "The synth runner package: Utilities to automate synthetic control estimation using synth," Stata Journal, StataCorp LLC, vol. 17(4), pages 834-849, December.
    6. Vincenzo BoveBy & Leandro Elia & Ron P Smith, 2017. "On the heterogeneous consequences of civil war," Oxford Economic Papers, Oxford University Press, vol. 69(3), pages 550-568.
    7. Andreas Billmeier & Tommaso Nannicini, 2013. "Assessing Economic Liberalization Episodes: A Synthetic Control Approach," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 983-1001, July.
    8. Cheng Hsiao & H. Steve Ching & Shui Ki Wan, 2012. "A Panel Data Approach For Program Evaluation: Measuring The Benefits Of Political And Economic Integration Of Hong Kong With Mainland China," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(5), pages 705-740, August.
    9. Stefano Costalli & Luigi Moretti & Costantino Pischedda, 2017. "The economic costs of civil war," Journal of Peace Research, Peace Research Institute Oslo, vol. 54(1), pages 80-98, January.
    10. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    11. Binnur Balkan & Semih Tumen, 2016. "Immigration and prices: quasi-experimental evidence from Syrian refugees in Turkey," Journal of Population Economics, Springer;European Society for Population Economics, vol. 29(3), pages 657-686, July.
    12. Daniel D. Bonneau & Joshua C. Hall & Yang Zhou, 2022. "Institutional implant and economic stagnation: a counterfactual study of Somalia," Public Choice, Springer, vol. 190(3), pages 483-503, March.
    13. Fırat Bilgel & Burhan Can Karahasan, 2017. "The Economic Costs of Separatist Terrorism in Turkey," Journal of Conflict Resolution, Peace Science Society (International), vol. 61(2), pages 457-479, February.
    14. Bibek Adhikari & James Alm, 2016. "Evaluating the Economic Effects of Flat Tax Reforms Using Synthetic Control Methods," Southern Economic Journal, John Wiley & Sons, vol. 83(2), pages 437-463, October.
    15. Janus, Thorsten & Riera-Crichton, Daniel, 2015. "Economic shocks, civil war and ethnicity," Journal of Development Economics, Elsevier, vol. 115(C), pages 32-44.
    16. Chamarbagwala, Rubiana & Morán, Hilcías E., 2011. "The human capital consequences of civil war: Evidence from Guatemala," Journal of Development Economics, Elsevier, vol. 94(1), pages 41-61, January.
    17. Bibek Adhikari & James Alm, 2016. "Evaluating the Economic Effects of Flat Tax Reforms Using Synthetic Control Methods," Southern Economic Journal, Southern Economic Association, vol. 83(2), pages 437-463, October.
    18. Horiuchi, Yusaku & Mayerson, Asher, 2015. "The Opportunity Cost of Conflict: Statistically Comparing Israel and Synthetic Israel," Political Science Research and Methods, Cambridge University Press, vol. 3(3), pages 609-618, September.
    19. Timothy Besley & Torsten Persson, 2009. "Repression or Civil War?," American Economic Review, American Economic Association, vol. 99(2), pages 292-297, May.
    20. Jianfei Cao & Connor Dowd, 2019. "Estimation and Inference for Synthetic Control Methods with Spillover Effects," Papers 1902.07343, arXiv.org, revised Jan 2026.
    21. Ferman, Bruno & Pinto, Cristine, 2017. "Placebo Tests for Synthetic Controls," MPRA Paper 78079, University Library of Munich, Germany.
    22. Julia Bluszcz & Marica Valente, 2022. "The Economic Costs of Hybrid Wars: The Case of Ukraine," Defence and Peace Economics, Taylor & Francis Journals, vol. 33(1), pages 1-25, January.
    23. Benjamin A. Olken & Rohini Pande, 2012. "Corruption in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 479-509, July.
    24. Yusuf Emre Akgündüz & Marcel van den Berg & Wolter Hassink, 2018. "The Impact of the Syrian Refugee Crisis on Firm Entry and Performance in Turkey," The World Bank Economic Review, World Bank, vol. 32(1), pages 19-40.
    25. Roberta Di Stefano & Giovanni Mellace, 2020. "The inclusive synthetic control method," Working Papers 21/20, Sapienza University of Rome, DISS.
    26. Stergios Skaperdas, 2011. "The costs of organized violence: a review of the evidence," Economics of Governance, Springer, vol. 12(1), pages 1-23, March.
    27. Arunatilake, Nisha & Jayasuriya, Sisira & Kelegama, Saman, 2001. "The Economic Cost of the War in Sri Lanka," World Development, Elsevier, vol. 29(9), pages 1483-1500, September.
    28. Philippe Martin & Thierry Mayer & Mathias Thoenig, 2008. "Make Trade Not War?," Review of Economic Studies, Oxford University Press, vol. 75(3), pages 865-900.
    29. Nathan Nunn & Diego Puga, 2012. "Ruggedness: The Blessing of Bad Geography in Africa," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 20-36, February.
    30. Linda Bilmes & Joseph Stiglitz, 2006. "The Economic Costs of the Iraq War: An Appraisal Three Years After the Beginning of the Conflict," NBER Working Papers 12054, National Bureau of Economic Research, Inc.
    31. Cohen, Daniel & Leker, Laura, 2014. "Health and Education: Another Look with the Proper Data," CEPR Discussion Papers 9940, C.E.P.R. Discussion Papers.
    32. Simon Johnson & Daniel Kaufmann & John McMillan & Christopher Woodruff, 2007. "Why Do Firms Hide? Bribes and Unofficial Activity after Communism," Palgrave Macmillan Books, in: Erik Berglöf & Gérard Roland (ed.), The Economics of Transition, chapter 10, pages 335-359, Palgrave Macmillan.
    33. Christoph Eder, 2014. "Displacement and education of the next generation: evidence from Bosnia and Herzegovina," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-24, December.
    34. Nicholas Sambanis, 2002. "A Review of Recent Advances and Future Directions in the Quantitative Literature on Civil War," Defence and Peace Economics, Taylor & Francis Journals, vol. 13(3), pages 215-243.
    35. James C. Murdoch & Todd Sandler, 2002. "Economic Growth, Civil Wars, and Spatial Spillovers," Journal of Conflict Resolution, Peace Science Society (International), vol. 46(1), pages 91-110, February.
    36. 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.
    37. Ashok Kaul & Stefan Klößner & Gregor Pfeifer & Manuel Schieler, 2022. "Standard Synthetic Control Methods: The Case of Using All Preintervention Outcomes Together With Covariates," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 40(3), pages 1362-1376, June.
    38. Valerie Cerra & Sweta Chaman Saxena, 2008. "Growth Dynamics: The Myth of Economic Recovery," American Economic Review, American Economic Association, vol. 98(1), pages 439-457, March.
    39. Ravallion, Martin & Chen, Shaohua, 1997. "What Can New Survey Data Tell Us about Recent Changes in Distribution and Poverty?," The World Bank Economic Review, World Bank, vol. 11(2), pages 357-382, May.
    40. Mauro, Paolo, 1998. "Corruption and the composition of government expenditure," Journal of Public Economics, Elsevier, vol. 69(2), pages 263-279, June.
    41. Eric Friedman & Simon Johnson & Daniel Kaufmann & Pablo Zoido-Lobaton, 2007. "Dodging the Grabbing Hand: The Determinants of Unofficial Activity in 69 Countries," Palgrave Macmillan Books, in: Erik Berglöf & Gérard Roland (ed.), The Economics of Transition, chapter 9, pages 298-334, Palgrave Macmillan.
    42. 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.
    43. Paul Collier & Anke Hoeffler, 2002. "AID, Policy and Peace: Reducing the risks of civil conflict," Defence and Peace Economics, Taylor & Francis Journals, vol. 13(6), pages 435-450.
    44. Rajkumar, Andrew Sunil & Swaroop, Vinaya, 2008. "Public spending and outcomes: Does governance matter?," Journal of Development Economics, Elsevier, vol. 86(1), pages 96-111, April.
    45. Magnus Lundgren & Isak Svensson & Dogukan Cansin Karakus, 2023. "Local Ceasefires and De-escalation: Evidence From the Syrian Civil War," Journal of Conflict Resolution, Peace Science Society (International), vol. 67(7-8), pages 1350-1375, August.
    46. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    47. Javier Gardeazabal & Ainhoa Vega‐Bayo, 2017. "An Empirical Comparison Between the Synthetic Control Method and HSIAO et al.'s Panel Data Approach to Program Evaluation," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(5), pages 983-1002, August.
    48. Aleksandar Kešeljević & Rok Spruk, 2023. "Long-Term Effects of Yugoslav War," Defence and Peace Economics, Taylor & Francis Journals, vol. 34(4), pages 410-436, May.
    49. James Murdoch & Todd Sandler, 2002. "Civil wars and economic growth: A regional comparison," Defence and Peace Economics, Taylor & Francis Journals, vol. 13(6), pages 451-464.
    50. Stefano Costalli & Luigi Moretti & Costantino Pischedda, 2014. "The Economic Costs of Civil War: Synthetic Counterfactual Evidence and the Effects of Ethnic Fractionalization," HiCN Working Papers 184, Households in Conflict Network.
    51. Bratti, Massimiliano & Mendola, Mariapia & Miranda, Alfonso, 2015. "Hard to Forget: The Long-Lasting Impact of War on Mental Health," IZA Discussion Papers 9269, Institute of Labor Economics (IZA).
    52. Semih Tumen, 2016. "The Economic Impact of Syrian Refugees on Host Countries: Quasi-experimental Evidence from Turkey," American Economic Review, American Economic Association, vol. 106(5), pages 456-460, May.
    53. Firat Bilgel & Burhan Can Karahasan, 2019. "Thirty Years of Conflict and Economic Growth in Turkey: A Synthetic Control Approach," Defence and Peace Economics, Taylor & Francis Journals, vol. 30(5), pages 609-631, July.
    54. Firpo Sergio & Possebom Vitor, 2018. "Synthetic Control Method: Inference, Sensitivity Analysis and Confidence Sets," Journal of Causal Inference, De Gruyter, vol. 6(2), pages 1-26, September.
    55. Leonard Kukić, 2018. "Socialist growth revisited: insights from Yugoslavia," European Review of Economic History, European Historical Economics Society, vol. 22(4), pages 403-429.
    56. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    57. Paolo Mauro, 1995. "Corruption and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 681-712.
    58. Christopher J. Anderson & Yuliya V. Tverdova, 2003. "Corruption, Political Allegiances, and Attitudes Toward Government in Contemporary Democracies," American Journal of Political Science, John Wiley & Sons, vol. 47(1), pages 91-109, January.
    59. Sanjeev Gupta & Hamid Davoodi & Rosa Alonso-Terme, 2002. "Does corruption affect income inequality and poverty?," Economics of Governance, Springer, vol. 3(1), pages 23-45, March.
    60. Leandro Medina & Mr. Friedrich Schneider, 2018. "Shadow Economies Around the World: What Did We Learn Over the Last 20 Years?," IMF Working Papers 2018/017, International Monetary Fund.
    61. Li, Kathleen T. & Bell, David R., 2017. "Estimation of average treatment effects with panel data: Asymptotic theory and implementation," Journal of Econometrics, Elsevier, vol. 197(1), pages 65-75.
    62. Bilgel, Fırat & Galle, Brian, 2015. "Financial incentives for kidney donation: A comparative case study using synthetic controls," Journal of Health Economics, Elsevier, vol. 43(C), pages 103-117.
    63. Gates, Scott & Hegre, Håvard & Nygård, Håvard Mokleiv & Strand, Håvard, 2012. "Development Consequences of Armed Conflict," World Development, Elsevier, vol. 40(9), pages 1713-1722.
    64. 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.
    65. Benjamin A. Olken, 2007. "Monitoring Corruption: Evidence from a Field Experiment in Indonesia," Journal of Political Economy, University of Chicago Press, vol. 115(2), pages 200-249.
    66. 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.
    67. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    68. Sarah Bohn & Magnus Lofstrom & Steven Raphael, 2014. "Did the 2007 Legal Arizona Workers Act Reduce the State's Unauthorized Immigrant Population?," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 258-269, May.
    69. Peter Hinrichs, 2012. "The Effects of Affirmative Action Bans on College Enrollment, Educational Attainment, and the Demographic Composition of Universities," The Review of Economics and Statistics, MIT Press, vol. 94(3), pages 712-722, August.
    70. Elena Ianchovichina & Maros Ivanic, 2016. "Economic Effects of the Syrian War and the Spread of the Islamic State on the Levant," The World Economy, Wiley Blackwell, vol. 39(10), pages 1584-1627, October.
    71. Bruno Ferman & Cristine Pinto, 2021. "Synthetic controls with imperfect pretreatment fit," Quantitative Economics, Econometric Society, vol. 12(4), pages 1197-1221, November.
    72. Wan, Shui-Ki & Xie, Yimeng & Hsiao, Cheng, 2018. "Panel data approach vs synthetic control method," Economics Letters, Elsevier, vol. 164(C), pages 121-123.
    73. Gharehgozli, Orkideh, 2021. "An empirical comparison between a regression framework and the Synthetic Control Method," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 70-81.
    74. Daniel Corstange & Erin A. York, 2018. "Sectarian Framing in the Syrian Civil War," American Journal of Political Science, John Wiley & Sons, vol. 62(2), pages 441-455, April.
    75. Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2013. "Catastrophic Natural Disasters and Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1549-1561, December.
    76. Alberto Abadie, 2021. "Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects," Journal of Economic Literature, American Economic Association, vol. 59(2), pages 391-425, June.
    77. Andrea Ichino & Rudolf Winter-Ebmer, 2004. "The Long-Run Educational Cost of World War II," Journal of Labor Economics, University of Chicago Press, vol. 22(1), pages 57-86, January.
    78. Fisman, Raymond & Svensson, Jakob, 2007. "Are corruption and taxation really harmful to growth? Firm level evidence," Journal of Development Economics, Elsevier, vol. 83(1), pages 63-75, May.
    79. Stefan Seifert & Marica Valente, 2018. "An Offer that you Can't Refuse? Agrimafias and Migrant Labor on Vineyards in Southern Italy," Discussion Papers of DIW Berlin 1735, DIW Berlin, German Institute for Economic Research.
    80. Del Monte, Alfredo & Papagni, Erasmo, 2001. "Public expenditure, corruption, and economic growth: the case of Italy," European Journal of Political Economy, Elsevier, vol. 17(1), pages 1-16, March.
    81. Barro, Robert J. & Lee, Jong-Wha, 1994. "Sources of economic growth," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 40(1), pages 1-46, June.
    82. 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.
    83. Paul Collier & Nicholas Sambanis, 2005. "Understanding Civil War : Evidence and Analysis, Volume 1. Africa," World Bank Publications - Books, The World Bank Group, number 7437, April.
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    3. Aleksandar Keseljevic & Stefan Nikolic & Rok Spruk, 2025. "Ethnic Conflicts, Civil War and Economic Growth: Region-Level Evidence from former Yugoslavia," Papers 2505.02431, arXiv.org.

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    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • N94 - Economic History - - Regional and Urban History - - - Europe: 1913-
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth
    • P26 - Political Economy and Comparative Economic Systems - - Socialist and Transition Economies - - - Property Rights
    • P51 - Political Economy and Comparative Economic Systems - - Comparative Economic Systems - - - Comparative Analysis of Economic Systems

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