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The economic impact of weather anomalies

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  • Felbermayr, Gabriel
  • Gröschl, Jasmin
  • Sanders, Mark
  • Schippers, Vincent
  • Steinwachs, Thomas

Abstract

How do weather anomalies affect the economy at the local level? This paper presents a new data set that links weather data to annual average night-light emission data for 24.000 0.5°× 0.5° grid-cells around the globe for the period 1992–2013. Interpreting night-light emission as a proxy for economic activity, these data allow one to investigate how weather anomalies affect economic activity. Global coverage avoids selection bias, while high spatial resolution avoids averaging out heterogeneity in local impacts at higher aggregation levels. Our data show significant effects on the local growth of night-light for storms, excessive precipitation, droughts, and cold spells. Moreover, we find evidence for significant spatial spillovers to neighboring areas. Our results suggest that these offsetting spillovers are typically local. As positive and negative effects average out in larger areas, our results call for the analysis of economic effects of weather anomalies at a high geographical resolution. Finally, our results are driven by events in lower income regions. As climate change is expected to make weather patterns more erratic, our new data can inform emerging debates on how this will affect the economy in both science and politics.

Suggested Citation

  • Felbermayr, Gabriel & Gröschl, Jasmin & Sanders, Mark & Schippers, Vincent & Steinwachs, Thomas, 2022. "The economic impact of weather anomalies," World Development, Elsevier, vol. 151(C).
    • Handle: RePEc:eee:wdevel:v:151:y:2022:i:c:s0305750x21003600
    DOI: 10.1016/j.worlddev.2021.105745
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    as
    1. David Strömberg, 2007. "Natural Disasters, Economic Development, and Humanitarian Aid," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 199-222, Summer.
    2. Bluhm, Richard & Krause, Melanie, 2022. "Top lights: Bright cities and their contribution to economic development," Journal of Development Economics, Elsevier, vol. 157(C).
    3. Schneider, Friedrich, 2005. "Shadow economies around the world: what do we really know?," European Journal of Political Economy, Elsevier, vol. 21(3), pages 598-642, September.
    4. Noy, Ilan, 2009. "The macroeconomic consequences of disasters," Journal of Development Economics, Elsevier, vol. 88(2), pages 221-231, March.
    5. 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.
    6. Zoltan J. Acs & David B. Audretsch & Maryann P. Feldman, 2008. "R&D Spillovers and Recipient Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 8, pages 88-94, Edward Elgar Publishing.
    7. Ilan Noy & Cuong Nguyen & Pooja Patel, 2021. "Floods and Spillovers: Households after the 2011 Great Flood in Thailand," Economic Development and Cultural Change, University of Chicago Press, vol. 69(2), pages 829-868.
    8. Hodler, Roland & Raschky, Paul A., 2014. "Economic shocks and civil conflict at the regional level," Economics Letters, Elsevier, vol. 124(3), pages 530-533.
    9. Stelios Michalopoulos & Elias Papaioannou, 2013. "Pre‐Colonial Ethnic Institutions and Contemporary African Development," Econometrica, Econometric Society, vol. 81(1), pages 113-152, January.
    10. Noy, Ilan & Nualsri, Aekkanush, 2011. "Fiscal storms: public spending and revenues in the aftermath of natural disasters," Environment and Development Economics, Cambridge University Press, vol. 16(1), pages 113-128, February.
    11. Jeroen Content & Koen Frenken, 2016. "Related variety and economic development: a literature review," European Planning Studies, Taylor & Francis Journals, vol. 24(12), pages 2097-2112, December.
    12. Krugman, Paul, 1979. "A Model of Innovation, Technology Transfer, and the World Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 87(2), pages 253-266, April.
    13. Elias Papaioannou, 2014. "National Institutions and Subnational Development in Africa," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 151-213.
    14. Adam Storeygard, 2016. "Farther on down the Road: Transport Costs, Trade and Urban Growth in Sub-Saharan Africa," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(3), pages 1263-1295.
    15. Baltagi, Badi H. & Heun Song, Seuck & Cheol Jung, Byoung & Koh, Won, 2007. "Testing for serial correlation, spatial autocorrelation and random effects using panel data," Journal of Econometrics, Elsevier, vol. 140(1), pages 5-51, September.
    16. Eduardo Cavallo & Ilan Noy, 2009. "The Economics of Natural Disasters - A Survey," Working Papers 200919, University of Hawaii at Manoa, Department of Economics.
    17. Gibson, John & Olivia, Susan & Boe-Gibson, Geua & Li, Chao, 2021. "Which night lights data should we use in economics, and where?," Journal of Development Economics, Elsevier, vol. 149(C).
    18. Heger, Martin Philipp & Neumayer, Eric, 2019. "The impact of the Indian Ocean tsunami on Aceh’s long-term economic growth," Journal of Development Economics, Elsevier, vol. 141(C).
    19. W J Wouter Botzen & Olivier Deschenes & Mark Sanders, 2019. "The Economic Impacts of Natural Disasters: A Review of Models and Empirical Studies," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 13(2), pages 167-188.
    20. Berlemann, Michael & Wenzel, Daniela, 2018. "Hurricanes, economic growth and transmission channels," World Development, Elsevier, vol. 105(C), pages 231-247.
    21. Gene M. Grossman & Elhanan Helpman, 1991. "Quality Ladders and Product Cycles," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 557-586.
    22. Adriana Kocornik-Mina & Thomas K. J. McDermott & Guy Michaels & Ferdinand Rauch, 2020. "Flooded Cities," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 35-66, April.
    23. Dave Donaldson & Adam Storeygard, 2016. "The View from Above: Applications of Satellite Data in Economics," Journal of Economic Perspectives, American Economic Association, vol. 30(4), pages 171-198, Fall.
    24. Felbermayr, Gabriel & Gröschl, Jasmin, 2014. "Naturally negative: The growth effects of natural disasters," Journal of Development Economics, Elsevier, vol. 111(C), pages 92-106.
    25. Millo, Giovanni, 2014. "Maximum likelihood estimation of spatially and serially correlated panels with random effects," Computational Statistics & Data Analysis, Elsevier, vol. 71(C), pages 914-933.
    26. Millo, Giovanni & Piras, Gianfranco, 2012. "splm: Spatial Panel Data Models in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 47(i01).
    27. Venables, Anthony J, 1996. "Equilibrium Locations of Vertically Linked Industries," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 37(2), pages 341-359, May.
    28. Raddatz, Claudio, 2007. "Are external shocks responsible for the instability of output in low-income countries?," Journal of Development Economics, Elsevier, vol. 84(1), pages 155-187, September.
    29. Raymond Vernon, 1966. "International Investment and International Trade in the Product Cycle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 80(2), pages 190-207.
    30. Cuong Nhu Nguyen & Ilan Noy, 2020. "Measuring the impact of insurance on urban earthquake recovery using nightlights [Simple diagnostic tests for spatial dependence]," Journal of Economic Geography, Oxford University Press, vol. 20(3), pages 857-877.
    31. 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.
    32. J. Vernon Henderson & Adam Storeygard & David N. Weil, 2012. "Measuring Economic Growth from Outer Space," American Economic Review, American Economic Association, vol. 102(2), pages 994-1028, April.
    33. De Luca, Giacomo & Hodler, Roland & Raschky, Paul A. & Valsecchi, Michele, 2018. "Ethnic favoritism: An axiom of politics?," Journal of Development Economics, Elsevier, vol. 132(C), pages 115-129.
    34. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    35. Solomon M. Hsiang & Amir S. Jina, 2014. "The Causal Effect of Environmental Catastrophe on Long-Run Economic Growth: Evidence From 6,700 Cyclones," NBER Working Papers 20352, National Bureau of Economic Research, Inc.
    36. Dominik H. Enste & Friedrich Schneider, 2000. "Shadow Economies: Size, Causes, and Consequences," Journal of Economic Literature, American Economic Association, vol. 38(1), pages 77-114, March.
    37. Christopher D. Elvidge & Daniel Ziskin & Kimberly E. Baugh & Benjamin T. Tuttle & Tilottama Ghosh & Dee W. Pack & Edward H. Erwin & Mikhail Zhizhin, 2009. "A Fifteen Year Record of Global Natural Gas Flaring Derived from Satellite Data," Energies, MDPI, vol. 2(3), pages 1-28, August.
    38. Friedrich Schneider & Dominik Enste, 1999. "Shadow Economies Around the World - Size, Causes, and Consequences," CESifo Working Paper Series 196, CESifo.
    39. Hoyt Bleakley & Jeffrey Lin, 2012. "Portage and Path Dependence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(2), pages 587-644.
    40. John Haslett & Adrian E. Raftery, 1989. "Space‐Time Modelling with Long‐Memory Dependence: Assessing Ireland's Wind Power Resource," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 38(1), pages 1-21, March.
    41. Steven C. Salop, 1979. "Monopolistic Competition with Outside Goods," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 141-156, Spring.
    42. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    43. Elliott, Robert J.R. & Strobl, Eric & Sun, Puyang, 2015. "The local impact of typhoons on economic activity in China: A view from outer space," Journal of Urban Economics, Elsevier, vol. 88(C), pages 50-66.
    44. Maximilian Auffhammer & Solomon M. Hsiang & Wolfram Schlenker & Adam Sobel, 2013. "Using Weather Data and Climate Model Output in Economic Analyses of Climate Change," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(2), pages 181-198, July.
    45. Solmaria Halleck Vega & J. Paul Elhorst, 2015. "The Slx Model," Journal of Regional Science, Wiley Blackwell, vol. 55(3), pages 339-363, June.
    46. Roland Hodler & Paul A. Raschky, 2014. "Regional Favoritism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 995-1033.
    47. Henderson, J. Vernon & Storeygard, Adam & Deichmann, Uwe, 2017. "Has climate change driven urbanization in Africa?," Journal of Development Economics, Elsevier, vol. 124(C), pages 60-82.
    48. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    49. Boustan, Leah Platt & Kahn, Matthew E. & Rhode, Paul W. & Yanguas, Maria Lucia, 2020. "The effect of natural disasters on economic activity in US counties: A century of data," Journal of Urban Economics, Elsevier, vol. 118(C).
    50. William Nordhaus & Xi Chen, 2015. "A sharper image? Estimates of the precision of nighttime lights as a proxy for economic statistics," Journal of Economic Geography, Oxford University Press, vol. 15(1), pages 217-246.
    51. Maxim Pinkovskiy & Xavier Sala-i-Martin, 2016. "Lights, Camera … Income! Illuminating the National Accounts-Household Surveys Debate," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 579-631.
    52. William Alonso, 1960. "A Theory Of The Urban Land Market," Papers in Regional Science, Wiley Blackwell, vol. 6(1), pages 149-157, January.
    53. Beyer,Robert Carl Michael & Chhabra,Esha & Galdo,Virgilio & Rama,Martin G., 2018. "Measuring districts'monthly economic activity from outer space," Policy Research Working Paper Series 8523, The World Bank.
    54. Matthew E. Kahn, 2005. "The Death Toll from Natural Disasters: The Role of Income, Geography, and Institutions," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 271-284, May.
    55. Doll, Christopher N.H. & Muller, Jan-Peter & Morley, Jeremy G., 2006. "Mapping regional economic activity from night-time light satellite imagery," Ecological Economics, Elsevier, vol. 57(1), pages 75-92, April.
    56. Keola, Souknilanh & Andersson, Magnus & Hall, Ola, 2015. "Monitoring Economic Development from Space: Using Nighttime Light and Land Cover Data to Measure Economic Growth," World Development, Elsevier, vol. 66(C), pages 322-334.
    57. David J. Frame & Suzanne M. Rosier & Ilan Noy & Luke J. Harrington & Trevor Carey-Smith & Sarah N. Sparrow & Dáithí A. Stone & Samuel M. Dean, 2020. "Climate change attribution and the economic costs of extreme weather events: a study on damages from extreme rainfall and drought," Climatic Change, Springer, vol. 162(2), pages 781-797, September.
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    2. Jasmin Gröschl & Alexander Sandkamp, 2023. "Flood Events and Plant Level Trade: A Chinese Experience," ifo Working Paper Series 389, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    3. Shapiro, Daniel & Oh, Chang Hoon & Zhang, Peng, 2023. "Nighttime lights data and their implications for IB research," Journal of International Management, Elsevier, vol. 29(5).
    4. Saura, Jose Ramon & Ribeiro-Navarrete, Samuel & Palacios-Marqués, Daniel & Mardani, Abbas, 2023. "Impact of extreme weather in production economics: Extracting evidence from user-generated content," International Journal of Production Economics, Elsevier, vol. 260(C).
    5. Haddis Solomon & Yoko Kijima, 2022. "Does Land Certification Mitigate the Negative Impact of Weather Shocks? Evidence from Rural Ethiopia," Sustainability, MDPI, vol. 14(19), pages 1-17, October.
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    7. Ciccarelli, Matteo & Kuik, Friderike & Martínez Hernández, Catalina, 2023. "The asymmetric effects of weather shocks on euro area inflation," Working Paper Series 2798, European Central Bank.
    8. Marc Gronwald, 2023. "Explosive Temperatures," CESifo Working Paper Series 10680, CESifo.
    9. Beyer, Robert C. M. & Narayanan, Abhinav & Thakur, Gogol Mitra, 2022. "Natural Disasters and Economic Dynamics: Evidence from the Kerala Floods," Working Papers 22/383, National Institute of Public Finance and Policy.
    10. Robert Reinhardt, 2022. "Shaking up Foreign Finance: FDI in a Post-Disaster World," Documents de travail du Centre d'Economie de la Sorbonne 22024r, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne, revised Sep 2023.
    11. Schling, Maja & Guerrero Compeán, Roberto & Pazos, Nicolás & Bailey, Allison & Arkema, Katie & Ruckelshaus, Mary, 2022. "The Economic Impact of Sargassum: Evidence from the Mexican Coast," IDB Publications (Working Papers) 12460, Inter-American Development Bank.
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    13. Qin, Meng & Su, Chi-Wei & Umar, Muhammad & Lobonţ, Oana-Ramona & Manta, Alina Georgiana, 2023. "Are climate and geopolitics the challenges to sustainable development? Novel evidence from the global supply chain," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 748-763.
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    More about this item

    Keywords

    Climate change; Weather anomalies; Economic impact; Local impact; Night lights; Spatial spillovers;
    All these keywords.

    JEL classification:

    • F15 - International Economics - - Trade - - - Economic Integration
    • O18 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Urban, Rural, Regional, and Transportation Analysis; Housing; Infrastructure
    • O44 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Environment and Growth
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

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