The Impact of Tornadoes and Damaging Winds on County-Level Income Growth in the United States

Abstract

This study investigated the economic impact of tornadoes and damaging winds on county-level income growth in the United States from 1969 to 2023. Using a fixed effect regression methodology, the analysis showed that an average damaging storm and an average tornado reduced income growth in the affected counties by 0.16–0.23% and 0.21–0.23%, respectively, translating into a one-time growth loss of approximately USD 5.6 million and USD 6.3 million. The findings also indicate that tornadoes have a 20% greater economic impact than damaging winds. This study underscored the unique challenges posed by tornadoes and damaging winds, which are characterized by their unpredictable nature and concentrated but extreme damage.

References

[] Anttila-Hughes, J., and S. Hsiang. 2013. Destruction, disinvestment, and death: Economic and human losses following environmental disaster. https://conference.nber.org/confer/2012/EEEHC12/Hsiang_Antilla-Hughes.pdf. Accessed 6 Jun 2024.

[] BakerSM, HuntDM, RittenburgTL. Consumer vulnerability as a shared experience: Tornado recovery process in Wright, Wyoming. Journal of Public Policy & Marketing, 2007, 26(1): 6-19

[] Barattieri, A., P. Borda, A. Brugnoli, M. Pelli, and J. Tschopp. 2023. The short-run, dynamic employment effects of natural disasters: New insights from Puerto Rico. Ecological Economics 205: Article 107693.

[] BerrebiC, KarlinskyA, YonahH. Individual and community behavioral responses to natural disasters. Natural Hazards, 2021, 105: 1541-1569

[] BertinelliL, StroblE. Quantifying the local economic growth impact of hurricane strikes: An analysis from outer space for the Caribbean. Journal of Applied Meteorology and Climatology, 2013, 52(8): 1688-1697

[] BotzenWJW, DeschenesO, SandersM. The economic impacts of natural disasters: A review of models and empirical studies. Review of Environmental Economics and Policy, 2019, 13(2): 167-341

[] BoustanLP, KahnME, RhodePW. Moving to higher ground: Migration response to natural disasters in the early twentieth century. American Economic Review, 2012, 102(3): 238-244

[] Boustan, L.P., M.E. Kahn, P.W. Rhode, and M.L. Yanguas. 2020. The effect of natural disasters on economic activity in US counties: A century of data. Journal of Urban Economics 118: Article 103257.

[] BrooksHE, CorreiaJ. Long-term performance metrics for National Weather Service tornado warnings. Weather and Forecasting, 2018, 33(6): 1501-1511

[] BurgessD, OrtegaK, StumpfG, GarfieldG, KarstensC, MeyerT, SmithB, SpehegerD, et al. . 20 May 2013 Moore, Oklahoma, tornado: Damage survey and analysis. Weather and Forecasting, 2014, 29(5): 1229-1237

[] ChangnonSA. Temporal and spatial distributions of wind storm damages in the United States. Climatic Change, 2009, 94(3): 473-482

[] ChangnonSA. Tornado losses in the United States. Natural Hazards Review, 2009, 10(4): 145-150

[] DeryuginaT, MarxBM. Is the supply of charitable donations fixed? Evidence from deadly tornadoes. American Economic Review: Insights, 2021, 3(3): 383-398

[] Doktycz, C., and M. Abkowitz. 2019. Loss and damage estimation for extreme weather events: State of the practice. Sustainability 11(15): Article 4243.

[] Donadelli, M., M. Jüppner, A. Paradiso, and M. Ghisletti. 2020. Tornado activity, house prices, and stock returns. The North American Journal of Economics and Finance 52: Article 101162.

[] DoswellCA, BrooksHE. Lessons learned from the damage produced by the tornadoes of 3 May 1999. Weather and Forecasting, 2002, 17(3): 611-618

[] DotzekN, KurganskyMV, GrieserJ, FeuersteinB, NévirP. Observational evidence for exponential tornado intensity distributions over specific kinetic energy. Geophysical Research Letters, 2005

[] ElsnerJB, FrickerT, BerryWD. A model for US tornado casualties involving interaction between damage path estimates of population density and energy dissipation. Journal of Applied Meteorology and Climatology, 2018, 57(9): 2035-2046

[] ElsnerJB, RyanE, StrodeG. Structural property losses from tornadoes in Florida. Weather, Climate, and Society, 2018, 10(2): 253-258

[] EwingBT, KruseJB, ThompsonMA. A comparison of employment growth and stability before and after the Fort Worth tornado. Global Environmental Change Part B: Environmental Hazards, 2003, 5(2): 83-91

[] FelbermayrG, GröschlJ. Naturally negative: The growth effects of natural disasters. Journal of Development Economics, 2014, 111: 92-106

[] Felbermayr, G., J. Gröschl, M. Sanders, V. Schippers, and T. Steinwachs. 2022. The economic impact of weather anomalies. World Development 151: Article 105745.

[] FilipskiM, JinL, ZhangX, ChenKZ. Living like there’s no tomorrow: The psychological effects of an earthquake on savings and spending behavior. European Economic Review, 2019, 116: 107-128

[] FisherRA. The design of experiments, 1935 New York Hafner Press

[] FortuinCC, MontesCR, VogtJT, GandhiKJK. Predicting risks of tornado and severe thunderstorm damage to southeastern US forests. Landscape Ecology, 2022, 37(7): 1905-1919

[] FrickerT, ElsnerJB, JaggerTH. Population and energy elasticity of tornado casualties. Geophysical Research Letters, 2017, 44(8): 3941-3949

[] FujitaTT. Tornadoes and downbursts in the context of generalized planetary scales. Journal of Atmospheric Sciences, 1981, 38(8): 1511-1534

[] GallM, BordenKA, CutterSL. When do losses count? Six fallacies of natural hazards loss data. Bulletin of the American Meteorological Society, 2009, 90(6): 799-810

[] GallM, BordenKA, EmrichCT, CutterSL. The unsustainable trend of natural hazard losses in the United States. Sustainability, 2011, 3(11): 2157-2181

[] GuoL, WangK, BluesteinHB. Variability of tornado occurrence over the continental United States since 1950. Journal of Geophysical Research: Atmospheres, 2016, 121(12): 6943-6953

[] HueslerJ, StroblE. The creative-destructive force of hurricanes: Evidence from technological adoption in colonial Jamaican sugar estates. Cliometrica, 2024

[] Kin Insurance. 2020. Uninsured areas are hit hardest by disasters. https://www.kin.com/blog/uninsured-homes-hit-hardest-by-disaster/. Accessed 6 Jun 2024.

[] KupferJA, MyersAT, McLaneSE, MeltonGN. Patterns of forest damage in a Southern Mississippi landscape caused by Hurricane Katrina. Ecosystems, 2008, 11: 45-60

[] Lee, C.-C., C.-W. Wang, S.-J. Ho, and T.-P. Wu. 2021. The impact of natural disaster on energy consumption: International evidence. Energy Economics 97: Article 105021.

[] MarkhvidaM, WalshB, HallegatteS, BakerJ. Quantification of disaster impacts through household well-being losses. Nature Sustainability, 2020, 3(7): 538-547

[] MasoomiH, van de LindtJW. Restoration and functionality assessment of a community subjected to tornado hazard. Structure and Infrastructure Engineering, 2018, 14(3): 275-291

[] MuJE, ChenY. Impacts of large natural disasters on regional income. Natural Hazards, 2016, 83(3): 1485-1503

[] Naguib, C., M. Pelli, D. Poirier, and J. Tschopp. 2022. The impact of cyclones on local economic growth: Evidence from local projections. Economics Letters 220: Article 110871.

[] National Oceanic Atmospheric Administration. Severe weather database files (1950–2022), 2022 Silver Spring, MD NOAA

[] National Oceanic and Atmospheric Administration, National Weather Service. 2018. National Weather Service instruction, post-storm data acquisition, operations and services performance, NWSPD 10–16, NWSI 10-1604, April 20, 2018. https://www.nws.noaa.gov/directives/sym/pd01016004curr.pdf. Accessed 6 Jun 2024.

[] National Weather Service. 2015. Thunderstorms, tornadoes, lightning…nature’s most violent storms: A preparedness guide. Silver Spring, MD: National Oceanic and Atmospheric Administration. http://www.nws.noaa.gov/om/severeweather/resources/ttl6-10.pdf. Accessed 6 Jun 2024.

[] NOAA National Severe Storms Laboratory. 2012. Damaging winds types. Norman, OK: NOAA National Severe Storms Laboratory. https://www.nssl.noaa.gov/education/svrwx101/wind/types/. Accessed 6 Jun 2024.

[] OkazakiT, OkuboT, StroblE. Creative destruction of industries: Yokohama City in the Great Kanto Earthquake, 1923. The Journal of Economic History, 2019, 79(1): 1-31

[] OkuboT, StroblE. Natural disasters, firm survival, and growth: Evidence from the Ise Bay typhoon. Japan. Journal of Regional Science, 2021, 61(5): 944-970

[] OpperIM, ParkRJ, HustedL. The effect of natural disasters on human capital in the United States. Nature Human Behaviour, 2023, 7: 1-12

[] Paudel, J. 2022. Deadly tornadoes and racial disparities in energy consumption: Implications for energy poverty. Energy Economics 114: Article 106316.

[] Pelli, M., J. Tschopp, N. Bezmaternykh, and K.M. Eklou. 2023. In the eye of the storm: Firms and capital destruction in India. Journal of Urban Economics 134: Article 103529.

[] Pleninger, R. 2022. Impact of natural disasters on the income distribution. World Development 157: Article 105936.

[] Rodríguez-OreggiaE. Hurricanes and labor market outcomes: Evidence for Mexico. Global Environmental Change, 2013, 23(1): 351-359

[] SimmonsKM, SutterD. WSR-88D radar, tornado warnings, and tornado casualties. Weather and Forecasting, 2005, 20(3): 301-310

[] SimmonsKM, SutterD. Tornado warnings, lead times, and tornado casualties: An empirical investigation. Weather and Forecasting, 2008, 23(2): 246-258

[] SimmonsKM, SutterD. False alarms, tornado warnings, and tornado casualties. Weather, Climate, and Society, 2009, 1(1): 38-53

[] SimmonsKM, KovacsP, KoppGA. Tornado damage mitigation: Benefit-cost analysis of enhanced building codes in Oklahoma. Weather, Climate, and Society, 2015, 7(2): 169-178

[] SimmonsKM, SutterD, PielkeR. Normalized tornado damage in the United States: 1950–2011. Environmental Hazards, 2013, 12(2): 132-147

[] Standohar-Alfano, C.D., and J.W. van de Lindt. 2015. Empirically based probabilistic tornado hazard analysis of the United States using 1973–2011 data. Natural Hazards Review 16(1): Article 04014013.

[] StraderSM, AshleyWS, PingelTJ, KrmenecAJ. Projected 21st century changes in tornado exposure, risk, and disaster potential. Climatic Change, 2017, 141: 301-313

[] StroblE. The economic growth impact of hurricanes: Evidence from US coastal counties. Review of Economics and Statistics, 2011, 93(2): 575-589

[] StroblE. The economic growth impact of natural disasters in developing countries: Evidence from hurricane strikes in the Central American and Caribbean regions. Journal of Development Economics, 2012, 97(1): 130-141

[] U.S. Bureau of Labor Statistics. 2024. Consumer price index for all urban consumers: All items in U.S. city average. https://fred.stlouisfed.org/series/CUUS0000SA0. Accessed 6 Jun 2024.

[] WirtzA, KronW, LöwP, SteuerM. The need for data: Natural disasters and the challenges of database management. Natural Hazards, 2014, 70(1): 135-157

[] XiaoY. Local economic impacts of natural disasters. Journal of Regional Science, 2011, 51(4): 804-820

[] Zhang, J., S. Trück, C. Truong, and D. Pitt. 2023. Time trends in losses from major tornadoes in the United States. Weather and Climate Extremes 41: Article 100579.

[] ZhaoJ, LeeJY, YanG, MaF. Quantifying the role of insurance in tornado-impacted community recovery: A survey and simulation-based approach. Natural Hazards, 2024, 120: 7435-7459