Natural disasters and economic growth: a quantile on quantile approach
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DOI: 10.1007/s10479-020-03535-6
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- David Strömberg, 2007. "Natural Disasters, Economic Development, and Humanitarian Aid," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 199-222, Summer.
- Linet Özdamar & Ediz Ekinci & Beste Küçükyazici, 2004. "Emergency Logistics Planning in Natural Disasters," Annals of Operations Research, Springer, vol. 129(1), pages 217-245, July.
- Noy, Ilan, 2009.
"The macroeconomic consequences of disasters,"
Journal of Development Economics, Elsevier, vol. 88(2), pages 221-231, March.
- Ilan Noy, 2007. "The Macroeconomic Consequences of Disasters," Working Papers 200707, University of Hawaii at Manoa, Department of Economics.
- Quamrul Ashraf & Oded Galor, 2008.
"Human Genetic Diversity and Comparative Economic Development,"
2008 Meeting Papers
617, Society for Economic Dynamics.
- Oded Galor & Quamrul Ashraf, 2008. "Human Genetic Diversity and Comparative Economic Development," Working Papers 2008-3, Brown University, Department of Economics.
- Galor, Oded & Ashraf, Quamrul, 2008. "Human Genetic Diversity and Comparative Economic Development," CEPR Discussion Papers 6824, C.E.P.R. Discussion Papers.
- Eric Strobl, 2011.
"The Economic Growth Impact of Hurricanes: Evidence from U.S. Coastal Counties,"
The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 575-589, May.
- Strobl, Eric, 2008. "The Economic Growth Impact of Hurricanes: Evidence from US Coastal Counties," IZA Discussion Papers 3619, Institute of Labor Economics (IZA).
- Eric Strobl, 2009. "The Economic Growth Impact of Hurricanes: Evidence from US Coastal counties," Working Papers hal-00392382, HAL.
- Mallick, Hrushikesh & Padhan, Hemachandra & Mahalik, Mantu Kumar, 2019. "Does skewed pattern of income distribution matter for the environmental quality? Evidence from selected BRICS economies with an application of Quantile-on-Quantile regression (QQR) approach," Energy Policy, Elsevier, vol. 129(C), pages 120-131.
- Jihai Zhang & Zhile Wang & Fan Ren, 2019. "Optimization of humanitarian relief supply chain reliability: a case study of the Ya’an earthquake," Annals of Operations Research, Springer, vol. 283(1), pages 1551-1572, December.
- Darshana Rajapaksa & Moinul Islam & Shunsuke Managi, 2017.
"Natural Capital Depletion: the Impact of Natural Disasters on Inclusive Growth,"
Economics of Disasters and Climate Change, Springer, vol. 1(3), pages 233-244, October.
- Rajapaksa, Darshana & Islam, Moinul & Managi, Shunsuke, 2017. "Natural capital depletion: The impact of natural disasters on inclusive growth," MPRA Paper 79277, University Library of Munich, Germany, revised May 2017.
- Raddatz, Claudio, 2009. "The wrath of God : macroeconomic costs of natural disasters," Policy Research Working Paper Series 5039, The World Bank.
- Gozgor, Giray & Lau, Chi Keung Marco & Lu, Zhou, 2018. "Energy consumption and economic growth: New evidence from the OECD countries," Energy, Elsevier, vol. 153(C), pages 27-34.
- Thomas Fomby & Yuki Ikeda & Norman V. Loayza, 2013.
"The Growth Aftermath Of Natural Disasters,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(3), pages 412-434, April.
- Fomby, Thomas & Ikeda, Yuki & Loayza, Norman, 2009. "The growth aftermath of natural disasters," Policy Research Working Paper Series 5002, The World Bank.
- Bouri, Elie & Gupta, Rangan & Tiwari, Aviral Kumar & Roubaud, David, 2017.
"Does Bitcoin hedge global uncertainty? Evidence from wavelet-based quantile-in-quantile regressions,"
Finance Research Letters, Elsevier, vol. 23(C), pages 87-95.
- Elie Bouri & Rangan Gupta & Aviral Kumar Tiwari & David Roubaud, 2016. "Does Bitcoin Hedge Global Uncertainty? Evidence from Wavelet-Based Quantile-in-Quantile Regressions," Working Papers 201690, University of Pretoria, Department of Economics.
- Elie Bouri & Rangan Gupta & Aviral Kumar Tiwari & David Roubaud, 2017. "Does Bitcoin hedge global uncertainty? Evidence from wavelet-based quantile-in-quantile regressions," Post-Print hal-02008552, HAL.
- Loayza, Norman V. & Olaberría, Eduardo & Rigolini, Jamele & Christiaensen, Luc, 2012.
"Natural Disasters and Growth: Going Beyond the Averages,"
World Development, Elsevier, vol. 40(7), pages 1317-1336.
- Loayza, Norman & Olaberria, Eduardo & Rigolini, Jamele & Christiaensen, Luc, 2009. "Natural disasters and growth - going beyond the averages," Policy Research Working Paper Series 4980, The World Bank.
- Uddin, Md Akther & Ali, Md Hakim & Masih, Mansur, 2017. "Political stability and growth: An application of dynamic GMM and quantile regression," Economic Modelling, Elsevier, vol. 64(C), pages 610-625.
- Deng, Wen-Shuenn & Lin, Yi-Chen & Gong, Jinguo, 2012. "A smooth coefficient quantile regression approach to the social capital–economic growth nexus," Economic Modelling, Elsevier, vol. 29(2), pages 185-197.
- Bryan S. Graham & Jinyong Hahn & Alexandre Poirier & James L. Powell, 2015.
"Quantile Regression with Panel Data,"
NBER Working Papers
21034, National Bureau of Economic Research, Inc.
- Bryan S. Graham & Jinyong Hahn & Alexandre Poirier & James L. Powell, 2015. "Quantile regression with panel data," CeMMAP working papers CWP12/15, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Bryan S. Graham & Jinyong Hahn & Alexandre Poirier & James L. Powell, 2015. "Quantile regression with panel data," CeMMAP working papers 12/15, Institute for Fiscal Studies.
- Oscar Becerra & Eduardo Cavallo & Ilan Noy, 2014.
"Foreign Aid in the Aftermath of Large Natural Disasters,"
Review of Development Economics, Wiley Blackwell, vol. 18(3), pages 445-460, August.
- Becerra, Oscar & Cavallo, Eduardo A. & Noy, Ilan, 2012. "Foreign Aid in the Aftermath of Large Natural Disasters," IDB Publications (Working Papers) 4056, Inter-American Development Bank.
- Ilan Noy & Oscar Becerra & Eduardo A. Cavallo, 2012. "Foreign Aid in the Aftermath of Large Natural Disasters," Research Department Publications 4792, Inter-American Development Bank, Research Department.
- Felbermayr, Gabriel & Gröschl, Jasmin, 2014.
"Naturally negative: The growth effects of natural disasters,"
Journal of Development Economics, Elsevier, vol. 111(C), pages 92-106.
- Gabriel Felbermayr & Jasmin Katrin Gröschl & Gabriel J. Felbermayr, 2013. "Naturally Negative: The Growth Effects of Natural Disasters," CESifo Working Paper Series 4439, CESifo.
- de la Fuente, Angel, 1997.
"The empirics of growth and convergence: A selective review,"
Journal of Economic Dynamics and Control, Elsevier, vol. 21(1), pages 23-73, January.
- de la Fuente, Angel, 1995. "The Empirics of Growth and Convergence: A Selective Review," CEPR Discussion Papers 1275, C.E.P.R. Discussion Papers.
- de la Fuente, A., 1995. "The Empirics of Growth and Convergence: A Selective Review," UFAE and IAE Working Papers 294.95, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
- Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
- Shahbaz, Muhammad & Zakaria, Muhammad & Shahzad, Syed Jawad Hussain & Mahalik, Mantu Kumar, 2018.
"The energy consumption and economic growth nexus in top ten energy-consuming countries: Fresh evidence from using the quantile-on-quantile approach,"
Energy Economics, Elsevier, vol. 71(C), pages 282-301.
- Shahbaz, Muhammad & Zakaria, Muhammad & Syed, Jawad & Kumar, Mantu, 2018. "The Energy Consumption and Economic Growth Nexus in Top Ten Energy-Consuming Countries: Fresh Evidence from Using the Quantile-on-Quantile Approach," MPRA Paper 84920, University Library of Munich, Germany, revised 01 Mar 2018.
- Quamrul Ashraf & Oded Galor, 2013.
"The 'Out of Africa' Hypothesis, Human Genetic Diversity, and Comparative Economic Development,"
American Economic Review, American Economic Association, vol. 103(1), pages 1-46, February.
- Quamrul Ashraf & Oded Galor, 2010. "The "Out of Africa" Hypothesis, Human Genetic Diversity, and Comparative Economic Development," Center for Development Economics 2010-03, Department of Economics, Williams College, revised Dec 2012.
- Galor, Oded & Ashraf, Quamrul, 2011. "The 'Out of Africa' Hypothesis, Human Genetic Diversity, and Comparative Economic Development," CEPR Discussion Papers 8500, C.E.P.R. Discussion Papers.
- Quamrul Ashraf & Oded Galor, 2011. "The "Out of Africa" Hypothesis, Human Genetic Diversity, and Comparative Economic Development," NBER Working Papers 17216, National Bureau of Economic Research, Inc.
- Ashraf, Quamrul & Galor, Oded, 2012. "The "Out of Africa" Hypothesis, Human Genetic Diversity, and Comparative Economic Development," IZA Discussion Papers 6330, Institute of Labor Economics (IZA).
- Quamrul Ashraf & Oded Galor, 2010. "The "Out of Africa" Hypothesis, Human Genetic Diversity, and Comparative Economic Development," Department of Economics Working Papers 2013-10, Department of Economics, Williams College, revised Dec 2012.
- Quamrul Ashraf & Oded Galor, 2010. "The "Out of Africa" Hypothesis, Human Genetic Diversity, and Comparative Ecomomic Development," Working Papers 2010-7, Brown University, Department of Economics.
- R. K. Jana & Chandra Prakash Chandra & Aviral Kumar Tiwari, 2019. "Humanitarian aid delivery decisions during the early recovery phase of disaster using a discrete choice multi-attribute value method," Annals of Operations Research, Springer, vol. 283(1), pages 1211-1225, December.
- Hochrainer, Stefan, 2009. "Assessing the macroeconomic impacts of natural disasters : are there any ?," Policy Research Working Paper Series 4968, The World Bank.
- Sim, Nicholas & Zhou, Hongtao, 2015. "Oil prices, US stock return, and the dependence between their quantiles," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 1-8.
- Han, Liyan & Liu, Yang & Yin, Libo, 2019. "Uncertainty and currency performance: A quantile-on-quantile approach," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 702-729.
- Andini, Monica & Andini, Corrado, 2014. "Finance, growth and quantile parameter heterogeneity," Journal of Macroeconomics, Elsevier, vol. 40(C), pages 308-322.
- Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October.
- Shahzad, Syed Jawad Hussain & Mensi, Walid & Hammoudeh, Shawkat & Sohail, Asiya & Al-Yahyaee, Khamis Hamed, 2019. "Does gold act as a hedge against different nuances of inflation? Evidence from Quantile-on-Quantile and causality-in- quantiles approaches," Resources Policy, Elsevier, vol. 62(C), pages 602-615.
- Cai, Zongwu & Chen, Linna & Fang, Ying, 2018. "A semiparametric quantile panel data model with an application to estimating the growth effect of FDI," Journal of Econometrics, Elsevier, vol. 206(2), pages 531-553.
- Diaz del Hoyo, Juan Luis & Dorrucci, Ettore & Heinz, Frigyes Ferdinand & Muzikarova, Sona, 2017. "Real convergence in the euro area: a long-term perspective," Occasional Paper Series 203, European Central Bank.
- Aaron B. Hoskins & Hugh R. Medal, 2019. "Stochastic programming solution for placement of satellite ground stations," Annals of Operations Research, Springer, vol. 283(1), pages 267-288, December.
- Shahzad, Syed Jawad Hussain & Shahbaz, Muhammad & Ferrer, Román & Kumar, Ronald Ravinesh, 2017.
"Tourism-led growth hypothesis in the top ten tourist destinations: New evidence using the quantile-on-quantile approach,"
Tourism Management, Elsevier, vol. 60(C), pages 223-232.
- Shahzad, Syed Jawad Hussain & Shahbaz, Muhammad & Ferrer, Román & Kumar, Ronald Ravinesh, 2016. "Tourism-led Growth Hypothesis in the Top Ten Tourist Destinations: New Evidence Using the Quantile-on-Quantile Approach," MPRA Paper 75540, University Library of Munich, Germany, revised 10 Dec 2016.
- Albala-Bertrand, J. M., 1993. "Natural disaster situations and growth: A macroeconomic model for sudden disaster impacts," World Development, Elsevier, vol. 21(9), pages 1417-1434, September.
- Seongtae Kim & M. Ramkumar & Nachiappan Subramanian, 2019. "Logistics service provider selection for disaster preparation: a socio-technical systems perspective," Annals of Operations Research, Springer, vol. 283(1), pages 1259-1282, December.
- Shivam Gupta & Nezih Altay & Zongwei Luo, 2019. "Big data in humanitarian supply chain management: a review and further research directions," Annals of Operations Research, Springer, vol. 283(1), pages 1153-1173, December.
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- Oscar Becerra & Eduardo Cavallo & Ilan Noy, 2014.
"Foreign Aid in the Aftermath of Large Natural Disasters,"
Review of Development Economics,
Wiley Blackwell, vol. 18(3), pages 445-460, 08.
- Ilan Noy & Oscar Becerra & Eduardo A. Cavallo, 2012. "Foreign Aid in the Aftermath of Large Natural Disasters," Research Department Publications 4792, Inter-American Development Bank, Research Department.
- Oscar Becerra & Eduardo A. Cavallo & Ilan Noy, 2012. "Foreign Aid in the Aftermath of Large Natural Disasters," IDB Publications (Working Papers) 75826, Inter-American Development Bank.
- Mark Skidmore & Hideki Toya, 2002. "Do Natural Disasters Promote Long-Run Growth?," Economic Inquiry, Western Economic Association International, vol. 40(4), pages 664-687, October.
- Farhad Rassekh, 1998. "The Convergence Hypothesis: History, Theory, and Evidence," Open Economies Review, Springer, vol. 9(1), pages 85-105, January.
- Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
- Gupta, Rangan & Pierdzioch, Christian & Selmi, Refk & Wohar, Mark E., 2018. "Does partisan conflict predict a reduction in US stock market (realized) volatility? Evidence from a quantile-on-quantile regression model☆," The North American Journal of Economics and Finance, Elsevier, vol. 43(C), pages 87-96.
- Raza, Syed Ali & Zaighum, Isma & Shah, Nida, 2018. "Economic policy uncertainty, equity premium and dependence between their quantiles: Evidence from quantile-on-quantile approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 492(C), pages 2079-2091. Full references (including those not matched with items on IDEAS)
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- Nabil Daher, 2024. "Is growth at risk from natural disasters? Evidence from quantile local projections," French Stata Users' Group Meetings 2024 12, Stata Users Group.
- Hamza Almustafa & Imad Jabbouri & Ploypailin Kijkasiwat, 2023. "Economic Policy Uncertainty, Financial Leverage, and Corporate Investment: Evidence from U.S. Firms," Economies, MDPI, vol. 11(2), pages 1-19, January.
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- Wei, Jia & Wen, Jun & Wang, Xiao-Yang & Ma, Jie & Chang, Chun-Ping, 2023. "Green innovation, natural extreme events, and energy transition: Evidence from Asia-Pacific economies," Energy Economics, Elsevier, vol. 121(C).
- Nabil Daher, 2024. "Is growth at risk from natural disasters? Evidence from quantile local projections," Working Papers 2024.8, International Network for Economic Research - INFER.
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