IDEAS home Printed from https://ideas.repec.org/p/csa/wpaper/2020-14.html
   My bibliography  Save this paper

The labor market and poverty impacts of COVID-19 in South Africa

Author

Listed:
  • Ronak Jain
  • Joshua Budlender
  • Rocco Zizzamia
  • Ihsaan Bassier

Abstract

We use newly-released South African data to present the first estimates of COVID-19-related employment and poverty impacts in a developing country. We observe a 40% decline in active employment. Half of this comprises job termina¬tions, suggesting persistent labor market effects. Initially vulnerable groups are disproportionately affected. Exploiting the dataset’s panel dimension and compar¬ing lockdown incomes of job losers to re-weighted job retainers, we estimate that 20-33% of job losers fall into poverty. Only 20% of those temporarily not working received the intended relief, while a third of job losers had no access to any major form of social protection.

Suggested Citation

  • Ronak Jain & Joshua Budlender & Rocco Zizzamia & Ihsaan Bassier, 2020. "The labor market and poverty impacts of COVID-19 in South Africa," CSAE Working Paper Series 2020-14, Centre for the Study of African Economies, University of Oxford.
  • Handle: RePEc:csa:wpaper:2020-14
    as

    Download full text from publisher

    File URL: https://ora.ox.ac.uk/objects/uuid:4cda648d-2a27-4209-8c54-db9a82604eb1
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    2. 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).
    3. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    4. Decerf, Benoit & Ferreira, Francisco H.G. & Mahler, Daniel G. & Sterck, Olivier, 2021. "Lives and livelihoods: Estimates of the global mortality and poverty effects of the Covid-19 pandemic," World Development, Elsevier, vol. 146(C).
    5. Gary Solon & Steven J. Haider & Jeffrey M. Wooldridge, 2015. "What Are We Weighting For?," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 301-316.
    6. Bassier, Ihsaan & Budlender, Joshua & Zizzamia, Rocco & Leibbrandt, Murray & Ranchhod, Vimal, 2021. "Locked down and locked out: Repurposing social assistance as emergency relief to informal workers," World Development, Elsevier, vol. 139(C).
    7. Hal R. Varian, 2014. "Big Data: New Tricks for Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 3-28, Spring.
    8. Marina A. Kartseva & Polina O. Kuznetsova, 2020. "The economic consequences of the coronavirus pandemic: which groups will suffer more in terms of loss of employment and income?," Population and Economics, ARPHA Platform, vol. 4(2), pages 26-33, April.
    9. Andrew Kerr, 2018. "Job Flows, Worker Flows and Churning in South Africa," South African Journal of Economics, Economic Society of South Africa, vol. 86(S1), pages 141-166, January.
    10. Gillian Paull, 2002. "Biases in the reporting of labour market dynamics," IFS Working Papers W02/10, Institute for Fiscal Studies.
    Full references (including those not matched with items on IDEAS)

    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. Krolikowski, Pawel & Zabek, Mike & Coate, Patrick, 2020. "Parental proximity and earnings after job displacements," Labour Economics, Elsevier, vol. 65(C).
    2. Ihsaan Bassier & Joshua Budlender & Maya Goldman, 2022. "Social distress and (some) relief: Estimating the impact of pandemic job loss on poverty in South Africa," WIDER Working Paper Series wp-2022-80, World Institute for Development Economic Research (UNU-WIDER).
    3. Luca Bonacini & Giovanni Gallo & Sergio Scicchitano, 2021. "Working from home and income inequality: risks of a ‘new normal’ with COVID-19," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(1), pages 303-360, January.
    4. Pérez Pérez, Jorge, 2020. "The minimum wage in formal and informal sectors: Evidence from an inflation shock," World Development, Elsevier, vol. 133(C).
    5. Joanna Tyrowicz & Lucas van der Velde, 2017. "When the opportunity knocks: large structural shocks and gender wage gaps," GRAPE Working Papers 2, GRAPE Group for Research in Applied Economics.
    6. Leone Leonida & Marianna Marra & Sergio Scicchitano & Antonio Giangreco & Marco Biagetti, 2020. "Estimating the Wage Premium to Supervision for Middle Managers in Different Contexts: Evidence from Germany and the UK," Work, Employment & Society, British Sociological Association, vol. 34(6), pages 1004-1026, December.
    7. Sergio Longobardi & Margherita Maria Pagliuca & Andrea Regoli, 2018. "Can problem-solving attitudes explain the gender gap in financial literacy? Evidence from Italian students’ data," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(4), pages 1677-1705, July.
    8. Bartels, Charlotte & Sierminska, Eva & Schröder, Carsten, 2025. "Wealth creators or inheritors? Unpacking the gender wealth gap from bottom to top and young to old," Economics Letters, Elsevier, vol. 246(C).
    9. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
    10. Manuel Arellano & Stéphane Bonhomme, 2017. "Quantile Selection Models With an Application to Understanding Changes in Wage Inequality," Econometrica, Econometric Society, vol. 85, pages 1-28, January.
    11. Tymon Słoczyński, 2015. "The Oaxaca–Blinder Unexplained Component as a Treatment Effects Estimator," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 77(4), pages 588-604, August.
    12. Sloczynski, Tymon, 2013. "Population Average Gender Effects," IZA Discussion Papers 7315, Institute of Labor Economics (IZA).
    13. Ramos, Raul & Sanromá, Esteban & Simón, Hipólito, 2022. "Collective bargaining levels, employment and wage inequality in Spain," Journal of Policy Modeling, Elsevier, vol. 44(2), pages 375-395.
    14. Pérez, Carlos & Martín-Román, Ángel & Moral, Alfonso, 2020. "Two decades of the complementary leisure effect in Spain," The Journal of the Economics of Ageing, Elsevier, vol. 15(C).
    15. Luis Ayala & Javier Martín‐Román & Juan Vicente, 2024. "What contributes to rising inequality in large cities?," Journal of Regional Science, Wiley Blackwell, vol. 64(5), pages 1760-1810, November.
    16. Stewart, Mark B., 2011. "Quantile estimates of counterfactual distribution shifts and the impact of minimum wage increases on the wage distribution," Economic Research Papers 270766, University of Warwick - Department of Economics.
    17. Boris Hirsch & Philipp Lentge, 2021. "Non-Base Compensation and the Gender Pay Gap," Working Paper Series in Economics 404, University of Lüneburg, Institute of Economics.
    18. Sloczynski, Tymon, 2018. "A General Weighted Average Representation of the Ordinary and Two-Stage Least Squares Estimands," IZA Discussion Papers 11866, Institute of Labor Economics (IZA).
    19. Jan‐luca Hennig & Balazs Stadler, 2023. "Firm‐specific pay premiums and the gender wage gap in Europe," Post-Print hal-04171877, HAL.
    20. Vincenzo Carrieri & Apostolos Davillas & Andrew M. Jones, 2023. "Equality of opportunity and the expansion of higher education in the UK," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 69(4), pages 861-885, December.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J48 - Labor and Demographic Economics - - Particular Labor Markets - - - Particular Labor Markets; Public Policy
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs
    • J68 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Public Policy
    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty
    • I38 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Government Programs; Provision and Effects of Welfare Programs
    • H84 - Public Economics - - Miscellaneous Issues - - - Disaster Aid

    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:csa:wpaper:2020-14. 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: Julia Coffey (email available below). General contact details of provider: https://edirc.repec.org/data/csaoxuk.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.