IDEAS home Printed from https://ideas.repec.org/p/hhs/nhheco/2020_015.html
   My bibliography  Save this paper

A Poorly Understood Disease? The Unequal Distribution of Excess Mortality Due to COVID-19 Across French Municipalities

Author

Listed:
  • Brandily, Paul

    (Paris School of Economics)

  • Brébion, Clément

    (Paris School of Economics)

  • Briole, Simon

    (Paris School of Economics)

  • Khoury, Laura

    (Dept. of Economics, Norwegian School of Economics and Business Administration)

Abstract

While COVID-19 was responsible for more than 600,000 deaths worldwide as of July 24, 2020, very little is known about the socio-economic heterogeneity of its impact on mortality. In this paper, we combine several administrative data sources to estimate the relationship between mortality due to COVID-19 and poverty at a very local level (i.e. the municipality level) in France, one of the most severely hit countries in the world. We find strong evidence of an income gradient in the impact of the pandemic on mortality rates, which is twice as large in municipalities below the 25th percentile of the national income distribution than in municipalities above this threshold. We then show that both poor housing conditions and higher occupational exposure play a key role in this heterogeneity: taken together, these mechanisms account for up to 77% of the difference observed between rich and poor municipalities.

Suggested Citation

  • Brandily, Paul & Brébion, Clément & Briole, Simon & Khoury, Laura, 2020. "A Poorly Understood Disease? The Unequal Distribution of Excess Mortality Due to COVID-19 Across French Municipalities," Discussion Paper Series in Economics 15/2020, Norwegian School of Economics, Department of Economics.
  • Handle: RePEc:hhs:nhheco:2020_015
    as

    Download full text from publisher

    File URL: https://hdl.handle.net/11250/2675528
    File Function: Full text
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Couch, Kenneth A. & Fairlie, Robert W. & Xu, Huanan, 2020. "The Impacts of COVID-19 on Minority Unemployment: First Evidence from April 2020 CPS Microdata," IZA Discussion Papers 13264, Institute of Labor Economics (IZA).
    2. Dave, Dhaval M. & Friedson, Andrew I. & Matsuzawa, Kyutaro & Sabia, Joseph J. & Safford, Samuel, 2020. "Black Lives Matter Protests, Social Distancing, and COVID-19," IZA Discussion Papers 13388, Institute of Labor Economics (IZA).
    3. Dingel, Jonathan I. & Neiman, Brent, 2020. "How many jobs can be done at home?," Journal of Public Economics, Elsevier, vol. 189(C).
    4. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    5. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    6. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    7. Andrea Ascani & Alessandra Faggian & Sandro Montresor, 2021. "The geography of COVID‐19 and the structure of local economies: The case of Italy," Journal of Regional Science, Wiley Blackwell, vol. 61(2), pages 407-441, March.
    8. Laura Montenovo & Xuan Jiang & Felipe Lozano Rojas & Ian M. Schmutte & Kosali I. Simon & Bruce A. Weinberg & Coady Wing, 2020. "Determinants of Disparities in Covid-19 Job Losses," NBER Working Papers 27132, National Bureau of Economic Research, Inc.
    9. Graziella Bertocchi & Arcangelo Dimico, 2020. "COVID-19, Race, and Redlining," Department of Economics 0175, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
    10. Sá, Filipa, 2020. "Socioeconomic Determinants of Covid-19 Infections and Mortality: Evidence from England and Wales," CEPR Discussion Papers 14781, C.E.P.R. Discussion Papers.
    11. Graziella Bertocchi & Arcangelo Dimico, 2020. "COVID-19, Race, and Redlining," Center for Economic Research (RECent) 145, University of Modena and Reggio E., Dept. of Economics "Marco Biagi".
    12. Dhaval M. Dave & Andrew I. Friedson & Kyutaro Matsuzawa & Joseph J. Sabia & Samuel Safford, 2020. "Black Lives Matter Protests and Risk Avoidance: The Case of Civil Unrest During a Pandemic," NBER Working Papers 27408, National Bureau of Economic Research, Inc.
    13. Sa, Filipa, 2020. "Socioeconomic Determinants of COVID-19 Infections and Mortality: Evidence from England and Wales," IZA Policy Papers 159, Institute of Labor Economics (IZA).
    14. George J. Borjas, 2020. "Demographic Determinants of Testing Incidence and COVID-19 Infections in New York City Neighborhoods," NBER Working Papers 26952, National Bureau of Economic Research, Inc.
    15. McLaren John, 2021. "Racial Disparity in COVID-19 Deaths: Seeking Economic Roots with Census Data," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 21(3), pages 897-919, July.
    16. Annette Alstadsæter & Bernt Bratsberg & Gaute Eielsen & Wojciech Kopczuk & Simen Markussen & Oddbjorn Raaum & Knut Røed, 2020. "The First Weeks of the Coronavirus Crisis: Who Got Hit, When and Why? Evidence from Norway," NBER Working Papers 27131, National Bureau of Economic Research, Inc.
    17. Alacevich, Caterina & Cavalli, Nicolò & Giuntella, Osea & Lagravinese, Raffaele & Moscone, Francesco & Nicodemo, Catia, 2020. "Exploring the Relationship between Care Homes and Excess Deaths in the COVID-19 Pandemic: Evidence from Italy," IZA Discussion Papers 13492, Institute of Labor Economics (IZA).
    18. Brodeur, Abel & Cook, Nikolai & Wright, Taylor, 2021. "On the effects of COVID-19 safer-at-home policies on social distancing, car crashes and pollution," Journal of Environmental Economics and Management, Elsevier, vol. 106(C).
    19. Lewandowski, Piotr, 2020. "Occupational Exposure to Contagion and the Spread of COVID-19 in Europe," IZA Discussion Papers 13227, Institute of Labor Economics (IZA).
    20. Nicholas W. Papageorge & Matthew V. Zahn & Michèle Belot & Eline Broek-Altenburg & Syngjoo Choi & Julian C. Jamison & Egon Tripodi, 2021. "Socio-demographic factors associated with self-protecting behavior during the Covid-19 pandemic," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(2), pages 691-738, April.
    21. Forsythe, Eliza & Kahn, Lisa B. & Lange, Fabian & Wiczer, David, 2020. "Labor demand in the time of COVID-19: Evidence from vacancy postings and UI claims," Journal of Public Economics, Elsevier, vol. 189(C).
    22. Emily E. Wiemers & Scott Abrahams & Marwa AlFakhri & V. Joseph Hotz & Robert F. Schoeni & Judith A. Seltzer, 2020. "Disparities in Vulnerability to Severe Complications from COVID-19 in the United States," NBER Working Papers 27294, National Bureau of Economic Research, Inc.
    23. Carozzi, Felipe & Provenzano, Sandro & Roth, Sefi, 2020. "Urban Density and COVID-19," IZA Discussion Papers 13440, Institute of Labor Economics (IZA).
    24. Borjas, George J. & Cassidy, Hugh, 2020. "The Adverse Effect of the COVID-19 Labor Market Shock on Immigrant Employment," IZA Discussion Papers 13277, Institute of Labor Economics (IZA).
    25. Matthew A Cole & Ceren Ozgen & Eric Strobl, 2020. "Air Pollution Exposure and Covid-19," Discussion Papers 20-13, Department of Economics, University of Birmingham.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. André Decoster & Thomas Minten & Johannes Spinnewijn, 2021. "The Income Gradient in Mortality during the Covid-19 Crisis: Evidence from Belgium," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 19(3), pages 551-570, September.
    2. Rachid Laajaj & Duncan Webb & Danilo Aristizabal & Eduardo Behrentz & Raquel Bernal & Giancarlo Buitrago & Zulma Cucunubá & Fernando de la Hoz, 2021. "Understanding how socioeconomic inequalities drive inequalities in SARS-CoV-2 infections," Documentos CEDE 19241, Universidad de los Andes, Facultad de Economía, CEDE.
    3. Bello, Piera & Rocco, Lorenzo, 2022. "Education and COVID-19 excess mortality," Economics & Human Biology, Elsevier, vol. 47(C).
    4. Duffy, Katie & Connolly, Sheelah & Maitre, Bertrand & Anne Nolan, 2022. "Unequal chances? Inequalities in mortality in Ireland," Research Series, Economic and Social Research Institute (ESRI), number RS145, June.
    5. Stefanie Stantcheva, 2022. "Inequalities in the times of a pandemic," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 37(109), pages 5-41.
    6. Bárcena-Martín, Elena & Molina, Julián & Muñoz-Fernández, Ana & Pérez-Moreno, Salvador, 2022. "Vulnerability and COVID-19 infection rates: A changing relationship during the first year of the pandemic," Economics & Human Biology, Elsevier, vol. 47(C).
    7. Bello, Piera & Rocco, Lorenzo, 2021. "Education, Information, and COVID-19 Excess Mortality," IZA Discussion Papers 14402, Institute of Labor Economics (IZA).
    8. Mireille Razafindrakoto & François Roubaud & João Saboia & Marta Reis Castilho & Valeria Pero, 2022. "Municípios in the Time of Covid-19 in Brazil: Socioeconomic Vulnerabilities, Transmission Factors and Public Policies," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(6), pages 2730-2758, December.
    9. Armillei, Francesco & Filippucci, Francesco & Fletcher, Thomas, 2021. "Did Covid-19 hit harder in peripheral areas? The case of Italian municipalities," Economics & Human Biology, Elsevier, vol. 42(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Brandily, Paul & Brébion, Clément & Briole, Simon & Khoury, Laura, 2021. "A poorly understood disease? The impact of COVID-19 on the income gradient in mortality over the course of the pandemic," European Economic Review, Elsevier, vol. 140(C).
    2. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    3. Paul Brandily & Clément Brébion & Simon Briole & Laura Khoury, 2021. "A Poorly Understood Disease? The Evolution of the Income Gradient in Excess Mortality Due to COVID-19 within Urban Areas," Working Papers halshs-03154551, HAL.
    4. Betcherman,Gordon & Giannakopoulos,Nicholas & Laliotis,Ioannis & Pantelaiou,Ioanna & Testaverde,Mauro & Tzimas,Giannis, 2020. "Reacting Quickly and Protecting Jobs : The Short-Term Impacts of the COVID-19 Lockdown on the Greek Labor Market," Policy Research Working Paper Series 9356, The World Bank.
    5. Rebecca Brough & Matthew Freedman & David C. Phillips, 2021. "Understanding socioeconomic disparities in travel behavior during the COVID‐19 pandemic," Journal of Regional Science, Wiley Blackwell, vol. 61(4), pages 753-774, September.
    6. André Decoster & Thomas Minten & Johannes Spinnewijn, 2021. "The Income Gradient in Mortality during the Covid-19 Crisis: Evidence from Belgium," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 19(3), pages 551-570, September.
    7. Armillei, Francesco & Filippucci, Francesco & Fletcher, Thomas, 2021. "Did Covid-19 hit harder in peripheral areas? The case of Italian municipalities," Economics & Human Biology, Elsevier, vol. 42(C).
    8. Lea Immel & Florian Neumeier & Andreas Peichl, 2022. "The Unequal Consequences of the Covid‐19 Pandemic: Evidence from a Large Representative German Population Survey," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(2), pages 471-496, June.
    9. Borja Gambau & Juan C. Palomino & Juan G. Rodríguez & Raquel Sebastian, 2022. "COVID-19 restrictions in the US: wage vulnerability by education, race and gender," Applied Economics, Taylor & Francis Journals, vol. 54(25), pages 2900-2915, May.
    10. Couch, Kenneth A. & Fairlie, Robert W. & Xu, Huanan, 2020. "Early evidence of the impacts of COVID-19 on minority unemployment," Journal of Public Economics, Elsevier, vol. 192(C).
    11. Ainaa, Carmen & Brunetti, Irene & Mussida, Chiara & Scicchitano, Sergio, 2021. "Who lost the most? Distributive effects of COVID-19 pandemic," GLO Discussion Paper Series 829, Global Labor Organization (GLO).
    12. Guven, Cahit & Sotirakopoulos, Panagiotis & Ulker, Aydogan, 2020. "Short-term Labour Market Effects of COVID-19 and the Associated National Lockdown in Australia: Evidence from Longitudinal Labour Force Survey," GLO Discussion Paper Series 635, Global Labor Organization (GLO).
    13. Kosteas, Vasilios D. & Renna, Francesco & Scicchitano, Sergio, 2022. "Covid-19 and Working from Home: toward a "new normal"?," GLO Discussion Paper Series 1013, Global Labor Organization (GLO).
    14. Basso, Gaetano & Boeri, Tito & Caiumi, Alessandro & Paccagnella, Marco, 2020. "The New Hazardous Jobs and Worker Reallocation," IZA Discussion Papers 13532, Institute of Labor Economics (IZA).
    15. Blanas, Sotiris & Oikonomou, Rigas, 2023. "COVID-induced economic uncertainty, tasks and occupational demand," Labour Economics, Elsevier, vol. 81(C).
    16. Nicholas W. Papageorge & Matthew V. Zahn & Michèle Belot & Eline Broek-Altenburg & Syngjoo Choi & Julian C. Jamison & Egon Tripodi, 2021. "Socio-demographic factors associated with self-protecting behavior during the Covid-19 pandemic," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(2), pages 691-738, April.
    17. Guido Matias Cortes & Eliza Forsythe, 2023. "Heterogeneous Labor Market Impacts of the COVID-19 Pandemic," ILR Review, Cornell University, ILR School, vol. 76(1), pages 30-55, January.
    18. Hensvik, Lena & Le Barbanchon, Thomas & Rathelot, Roland, 2021. "Job search during the COVID-19 crisis," Journal of Public Economics, Elsevier, vol. 194(C).
    19. Feng, Gen-Fu & Yang, Hao-Chang & Gong, Qiang & Chang, Chun-Ping, 2021. "What is the exchange rate volatility response to COVID-19 and government interventions?," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 705-719.
    20. Kugler, Maurice & Viollaz, Mariana & Duque, Daniel & Gaddis, Isis & Newhouse, David & Palacios-Lopez, Amparo & Weber, Michael, 2023. "How did the COVID-19 crisis affect different types of workers in the developing world?," World Development, Elsevier, vol. 170(C).

    More about this item

    Keywords

    COVID-19; poverty; inequality; mortality; labor market; housing conditions;
    All these keywords.

    JEL classification:

    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:hhs:nhheco:2020_015. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Karen Reed-Larsen (email available below). General contact details of provider: https://edirc.repec.org/data/sonhhno.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.