Do Sovereign Catastrophe Bonds Improve Fiscal Resilience? An Application of Synthetic Control Method to Mexico

Economics of Disasters and Climate Change - Tập 7 - Trang 431-455 - 2023
Raluca Maran1
1Paris – France

Tóm tắt

Natural disasters exert a significant impact on government finances. Catastrophe bonds (CAT bonds) constitute risk-transfer instruments that could help governments improve their fiscal resilience when catastrophic events occur. However, given the very limited issuance of sovereign CAT bonds so far, their actual impact on fiscal resilience is difficult to quantify. There is no literature on this topic currently available. I attempt to fill this gap and assess the impact of CAT bond payouts on the fiscal balance of the Mexican government using the synthetic control method. As an early adopter and repeated issuer of sovereign CAT bonds since 2006, Mexico received its first CAT bond payout in 2017. The payout was triggered by a high-magnitude earthquake that stroke the country in September 2017, with an estimated impact of 0.24% of Mexico’s gross domestic product (GDP). I identify 12 countries that experienced natural disasters with a similar impact on GDP in 2017, but which unlike Mexico have not received a CAT bond payout that year. I then compare post-2017 fiscal balances for Mexico with a synthetic control unit that combines the characteristics of the 12 similar but untreated countries, while controlling for other factors that could have had an impact on this fiscal variable. I find a positive and statistically significant impact of the 2017 CAT bond payout on Mexico’s fiscal balance compared to its synthetic control unit. A series of placebo studies and robustness tests confirm the validity of these findings.

Tài liệu tham khảo

Abadie A (2021) Using synthetic controls: feasibility, data requirements, and methodological aspects. J Econ Lit 59(2):391–425. https://doi.org/10.1257/jel.20191450 Abadie A, Gardeazabal J (2003) The economic costs of conflict: a case study of the Basque country. Am Econ Rev 93(1):113–132. https://doi.org/10.1257/000282803321455188 Abadie A, Diamond A, Hainmueller J (2010) Synthetic control methods for comparative case studies: estimating the effect of California’s Tobacco control program. J Am Stat Assoc 105(490):493–505. https://doi.org/10.1198/jasa.2009.ap08746 Abadie A, Diamond A, Hainmueller J (2015) Comparative politics and the synthetic control method. Am J Polit Sci 59(2):495–510. https://doi.org/10.1111/ajps.12116 Adam C, Bevan D (2020) Tropical cyclones and post-disaster reconstruction of public infrastructure in developing countries. Econ Model 93:82–99. https://doi.org/10.1016/j.econmod.2020.07.003 Andina (2019) Peru earthquake: Number of affected houses rises to 833, 404 uninhabitable. Agencia Peruana de Noticias, Lima. https://andina.pe/ingles/noticia-peru-earthquake-number-of-affected-houses-rises-to-833-404-uninhabitable-753829.aspx. Accessed on 18 May 2023 Ando S, Roch F, Wiriadinata U, Fu C (2022) Sovereign Climate Debt Instruments: An Overview of the Green and Catastrophe Bond Markets. Staff Climate Note, No. 2022/004. International Monetary Fund, Washington, DC Arouri M, Nguyen C, Ben Youssef A (2015) Natural disasters, household welfare, and resilience: evidence from rural Vietnam. World Dev 70:59–77. https://doi.org/10.1016/j.worlddev.2014.12.017 Artemis (2017) Mexico confirms $150m cat bond payout for quake. Artemis, Brighton. https://www.artemis.bm/news/mexico-confirms-150m-cat-bond-payout-for-quake/. Accessed on 4 Apr 2023 Blackburn K, Powell J (2011) Corruption, inflation and growth. Econ Lett 113(3):225–227. https://doi.org/10.1016/j.econlet.2011.06.015 Cantelmo A, Melina G, Papageorgiou C (2023) Macroeconomic outcomes in disaster-prone countries. J Dev Econ 161. https://doi.org/10.1016/j.jdeveco.2022.103037 Căpraru B, Georgescu G, Sprincean N (2022) Do independent fiscal institutions cause better fiscal outcomes in the European Union? Econ Syst 46(2). https://doi.org/10.1016/j.ecosys.2022.100973 Caselli F, Reynaud J (2020) Do fiscal rules cause better fiscal balances? A new instrumental variable strategy. Eur J Polit Econ 63. https://doi.org/10.1016/j.ejpoleco.2020.101873 Chang C-C, Lin S-K, Yu M-T (2011) Valuation of catastrophe equity puts with Markov-Modulated Poisson processes. J Risk Insur 78(2):447–473. https://doi.org/10.1111/j.1539-6975.2010.01385.x Chang CW, Chang JSK, Yu M-T, Zhao Y (2020) Portfolio optimization in the catastrophe space. Eur Financ Manag 26(5):1414–1448. https://doi.org/10.1111/eufm.12265 Chen J-F, Wei S-Q, Chang K-T, Tsai B-W (2007) A comparative case study of cultivated land changes in Fujian and Taiwan. Land Use Policy 24(2):386–395. https://doi.org/10.1016/j.landusepol.2006.05.002 Cho D, Lee K-W (2022) Population aging and fiscal sustainability: Nonlinear evidence from Europe. J Int Money Finance 126. https://doi.org/10.1016/j.jimonfin.2022.102665 Chrysanthakopoulos C, Tagkalakis A (2023) The effects of fiscal institutions on fiscal adjustment. J Int Money Finance 134. https://doi.org/10.1016/j.jimonfin.2023.102853 Chu QC, Pittman DN, Yu LC (2011) When Do TIPS Prices Adjust to Inflation Information? Financ Anal J 67(2):59–73. https://doi.org/10.2469/faj.v67.n2.4 Clarke DJ, Mahul O, Poulter R, Teh T-L (2017) Evaluating sovereign disaster risk finance strategies: a framework. Geneva Pap Risk Insur Issues Pract 42:565–584. https://doi.org/10.1057/s41288-017-0064-1 Davoodi HR, Elger P, Fotiou A, Garcia-Macia D, Han X, Lagerborg A, Lam WR, Medas PA (2022) Fiscal Rules and fiscal councils: recent trends and performance during the COVID-19 Pandemic. IMF Working Papers, No. 2022/011. International Monetary Fund, Washington, DC. https://www.imf.org/en/Publications/WP/Issues/2022/01/21/Fiscal-Rules-and-Fiscal-Councils-512128. Dataset accessed on 20 Apr 2023 Di Tommaso C, Foglia M, Pacelli V (2023) The impact and the contagion effect of natural disasters on sovereign credit risk. An empirical investigation. Int Rev Financ Anal 87. https://doi.org/10.1016/j.irfa.2023.102578 DoF (2022) PHL Cat Bond Triggers Payout. Department of Finance of the Philippines, Manila. https://www.dof.gov.ph/phl-cat-bond-triggers-payout/#:~:text=The%20results%20of%20the%20event,severity%20typhoon%20hitting%20the%20Philippines. Accessed on 4 Apr 2022 Dolls M, Fuest C, Peichl A (2012) Automatic stabilizers and economic crisis: US vs. Europe. J Public Econ 96(3–4):279–294. https://doi.org/10.1016/j.jpubeco.2011.11.001 ECB (2015) The fiscal impact of financial sector support during the crisis. ECB Economic Bulletin, Issue 6/2015. European Central Bank, Frankfurt am Main. https://www.ecb.europa.eu/pub/pdf/other/eb201506_article02.en.pdf EM-DAT (2023) The International Disaster Database. Centre for Research on the Epidemiology of Disasters (CRED) and Université Catholique de Louvain, Louvain. https://public.emdat.be/. Accessed on 10 Apr 2023 Esaka T, Fujii T (2022) Quantifying the impact of the Tokyo Olympics on COVID-19 cases using synthetic control methods. J Jpn Int Econ 66. https://doi.org/10.1016/j.jjie.2022.101228 Evans S (2019) Peru government confirms $60m cat bond payout on the way. Artemis, Brighton. https://www.artemis.bm/news/peru-government-confirms-60m-cat-bond-payout-on-the-way/#:~:text=The%20IBRD%20CAR%20120%20catastrophe,country%20on%20Sunday%2026th%20May. Accessed on 4 Apr 2023 Evans S (2022) Philippines cat bond triggers on typhoon Rai (Odette) winds, $52.5m payout due. Artemis, Brighton. https://www.artemis.bm/news/philippines-cat-bond-triggers-on-typhoon-rai-odette-winds-52-5m-payout-due/. Accessed on 4 Apr 2023 Ghesquiere F, Mahul O (2010) Financial protection of the state against natural disasters: A primer. Policy Research Working Paper, No. 5429, World Bank Group, Washington, DC. https://documents1.worldbank.org/curated/en/227011468175734792/pdf/WPS5429.pdf. Accessed on 19 May 2023 Giesenow FM, De Wit J, De Haan J (2020) The political and institutional determinants of fiscal adjustments and expansions: Evidence for a large set of countries. Eur J Polit Econ 64. https://doi.org/10.1016/j.ejpoleco.2020.101911 Gootjes B, De Haan J (2022) Do fiscal rules need budget transparency to be effective? Eur J Polit Econ 75. https://doi.org/10.1016/j.ejpoleco.2022.102210 Honohan P, Klingebiel D (2003) The fiscal cost implications of an accommodating approach to banking crises. J Bank Finance 27(8):1539–1560. https://doi.org/10.1016/S0378-4266(02)00276-5 Huang P-C, Yang T-T (2021) The welfare effects of extending unemployment benefits: Evidence from re-employment and unemployment transfers. J Public Econ 202. https://doi.org/10.1016/j.jpubeco.2021.104500 IMF (2023a) Interest paid on public debt, percent of GDP. International Monetary Fund, Washington, DC. https://www.imf.org/external/datamapper/ie@FPP/USA/FRA/JPN/GBR/SWE/ESP/ITA/ZAF/IND. Accessed on 18 Apr 2023 IMF (2023b) World Economic Outlook Database, April 2023. International Monetary Fund, Washington, DC. https://www.imf.org/en/Publications/WEO/weo-database/2023/April. Accessed on 17 Apr 2023 Kitao S (2015) Fiscal cost of demographic transition in Japan. J Econ Dyn Control 54:37–58. https://doi.org/10.1016/j.jedc.2015.02.015 Laeven L, Valencia F (2018) Systemic banking crises revisited. IMF Working Papers, No. 2018/206. International Monetary Fund, Washington, DC. https://www.imf.org/en/Publications/WP/Issues/2018/09/14/Systemic-Banking-Crises-Revisited-46232. Dataset accessed on 21 Apr 2023 Lanfear MG, Lioui A, Siebert MG (2019) Market anomalies and disaster risk: Evidence from extreme weather events. J Financ Mark 46. https://doi.org/10.1016/j.finmar.2018.10.003 Lee J-P, Yu M-T (2002) Pricing default-risky CAT bonds with moral hazard and basis risk. J Risk Insur 69(1):25–44. https://doi.org/10.1111/1539-6975.00003 Lo C-L, Chang CW, Lee J-P, Yu M-T (2021) Pricing catastrophe swaps with default risk and stochastic interest rates. Pac Basin Financ J 68. https://doi.org/10.1016/j.pacfin.2020.101314 Lora E, Olivera M (2007) Public debt and social expenditure: Friends or foes? Emerg Mark Rev 8(4):299–310. https://doi.org/10.1016/j.ememar.2006.12.004 Mallucci E (2022) Natural disasters, climate change, and sovereign risk. J Int Econ 139. https://doi.org/10.1016/j.jinteco.2022.103672 Maltritz D, Wüste S (2015) Determinants of budget deficits in Europe: The role and relations of fiscal rules, fiscal councils, creative accounting and the Euro. Econ Model 48:222–236. https://doi.org/10.1016/j.econmod.2014.12.001 Maran R (2023) Drivers of sovereign catastrophe bond issuance: an empirical analysis. SN Bus Econ 3(103). https://doi.org/10.1007/s43546-023-00479-4 Marulanda MC, De la Llera JC, Cardona OD (2022) A macroeconomic disaster risk analysis: The case study of Chile. Int J Disaster Risk Reduction 74. https://doi.org/10.1016/j.ijdrr.2022.102875 Mawejje J, Odhiambo NM (2022) The determinants and cyclicality of fiscal policy: empirical evidence from East Africa. Int Econ 169:55–70. https://doi.org/10.1016/j.inteco.2021.12.001 Michel-Kerjan E, Zelenko I, Cardenas V, Turgel D (2011) Catastrophe Financing for Governments: Learning from the 2009–2012 MultiCat Program in Mexico. OECD Working Papers on Finance, Insurance, and Private Pensions. OECD Publishing, Paris. https://doi.org/10.1787/5kgcjf7wkvhb-en Neumann O, Guirguis K, Steiner R (2022) Exploring artificial intelligence adoption in public organizations: a comparative case study. Public Manage Rev. https://doi.org/10.1080/14719037.2022.2048685. (Published online 20 March 2022) OECD/The World Bank (2019) Fiscal resilience to natural disasters: lessons from country experiences. OECD Publishing, Paris. https://doi.org/10.1787/27a4198a-en Oto-Peralias D, Romero-Avila D, Usabiaga C (2013) Does fiscal decentralization mitigate the adverse effects of corruption on public deficits? Eur J Polit Econ 32:205–231. https://doi.org/10.1016/j.ejpoleco.2013.07.005 Pleninger R (2022) Impact of natural disasters on the income distribution. World Dev 157. https://doi.org/10.1016/j.worlddev.2022.105936 R Core Team (2022) R: A Language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. https://www.R-project.org/ ReliefWeb (2023) Philippines, Asia Pacific: Typhoon Rai (Odette) – Emergency Appeal No. MDRPH045 – Operation update #4 (12-month). https://reliefweb.int/report/philippines/philippines-asia-pacific-typhoon-rai-odette-emergency-appeal-no-mdrph045-operation-update-4-12-month. Accessed on 18 May 2023 World Bank (2017) World Bank Bonds to Provide $360 Million in Catastrophe Protection for Mexico. World Bank, Washington, DC. https://www.worldbank.org/en/news/press-release/2017/08/04/bonos-del-banco-mundial-proporcionaran-a-mexico-us360-millones-en-proteccion-ante-catastrofes. Accessed on 17 July 2023 World Bank (2020) Disaster Risk Insurance Platform: Insurance Solutions for World Bank Clients. World Bank, Washington, DC. https://thedocs.worldbank.org/en/doc/179781581013532050-0340022020/original/WorldBankTreasuryFABBKDisasterRiskInsurancePlatformBrochureFINAL.pdf . Accessed on 14 July 2023 World Bank (2021) World Bank Catastrophe Bond Provides Jamaica $185 Million in Storm Protection. World Bank, Washington, DC. https://www.worldbank.org/en/news/press-release/2021/07/19/world-bank-catastrophe-bond-provides-jamaica-185-million-in-storm-protection#:~:text=Washington%2C%20DC%2C%20July%2019%2C,tropical%20cyclone%20seasons%20ending%20in. Accessed on 17 July 2023 World Bank (2023a) GDP (constant 2015 US$). World Bank, Washington, DC. https://data.worldbank.org/indicator/NY.GDP.MKTP.KD. Accessed on 7 and 10 Apr 2023 World Bank (2023b) Unemployment, total (% of total labor force) (modelled ILO estimate). World Bank, Washington, DC. https://data.worldbank.org/indicator/SL.UEM.TOTL.ZS. Accessed on 18 Apr 2023 World Bank (2023c) Worldwide Governance Indicators. World Bank, Washington, DC. https://databank.worldbank.org/source/worldwide-governance-indicators. Accessed on 18 Apr 2023 World Bank (2023d) Population ages 65 and above (% of total population). World Bank, Washington, DC. https://data.worldbank.org/indicator/SP.POP.65UP.TO.ZS . Accessed on 21 Apr 2023 Yang L, Cai XJ, Hamori S (2018) What determines the long-term correlation between oil prices and exchange rates? N Am J Econ Finance 44:140–152. https://doi.org/10.1016/j.najef.2017.12.003 Zhao Y, Yu M-T (2020) Predicting catastrophe risk: Evidence from catastrophe bond markets. J Bank Finance 121. https://doi.org/10.1016/j.jbankfin.2020.105982 Zhao Y, Yu M-T (2019) Measuring the liquidity impact on catastrophe bond spreads. Pac Basin Financ J 56:197–210. https://doi.org/10.1016/j.pacfin.2019.06.006