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Mind the gap: The distributional effects of South Africa’s national lockdown on gender wage inequality

Author

Listed:
  • Robert Hill
  • Tim Köhler

    (Development Policy Research Unit, University of Cape Town)

Abstract

The COVID-19 pandemic has had severe and potentially long-lasting impacts on the South African economy since the onset of the national lockdown in March 2020. These effects have not been equally distributed. Employment effects have been disproportionately felt by several vulnerable groups, including women. However, few authors have examined the outcomes of those who retained their jobs, especially in developing countries. In this light, this paper uses new representative survey data to investigate whether gender wage inequality has deepened among job retainers in South Africa. We estimate the conditional and unconditional gender wage gaps at the mean, showing that women earned 29% less than men per hour prior to South Africa’s national lockdown, expanding to 43% less during June 2020. We proceed to use Recentred Influence Function (RIF) regressions to estimate the gender wage gap across the wage distribution given evidence of heterogeneity in South Africa. We find that the gap exists at almost all points of the distribution in both periods, but it has deepened significantly amongst the poorest 40% of earners. This finding is robust to a reweighting sample selection correction. We argue that this increased wage inequality was driven by a reduction in working hours amongst women relative to men due to an increased childcare burden during the lockdown.

Suggested Citation

  • Robert Hill & Tim Köhler, 2021. "Mind the gap: The distributional effects of South Africa’s national lockdown on gender wage inequality," Working Papers 202101, University of Cape Town, Development Policy Research Unit.
  • Handle: RePEc:ctw:wpaper:202101
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    File URL: https://commerce.uct.ac.za/sites/default/files/content_migration/commerce_uct_ac_za/1093/files/DPRU%2520WP202101.pdf
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    References listed on IDEAS

    as
    1. Mwabu, Germano & Schultz, T Paul, 2000. "Wage Premiums for Education and Location of South African Workers, by Gender and Race," Economic Development and Cultural Change, University of Chicago Press, vol. 48(2), pages 307-334, January.
    2. Martin Gustafsson, 2020. "How does South Africa’s Covid-19 response compare globally? A preliminary analysis using the new OxCGRT dataset," Working Papers 07/2020, Stellenbosch University, Department of Economics.
    3. Mattie Susan Landman & Neave O'Clery, 2020. "The impact of the Employment Equity Act on female inter-industry labour mobility and the gender wage gap in South Africa," WIDER Working Paper Series wp-2020-52, World Institute for Development Economic Research (UNU-WIDER).
    4. Titan Alon & Matthias Doepke & Jane Olmstead-Rumsey & Michèle Tertilt, 2020. "The Impact of COVID-19 on Gender Equality," NBER Working Papers 26947, National Bureau of Economic Research, Inc.
    5. Doris Weichselbaumer & Rudolf Winter‐Ebmer, 2005. "A Meta‐Analysis of the International Gender Wage Gap," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 479-511, July.
    6. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    7. 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.
    8. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    9. Shintaro Yamaguchi, 2018. "Changes in Returns to Task-Specific Skills and Gender Wage Gap," Journal of Human Resources, University of Wisconsin Press, vol. 53(1), pages 32-70.
    10. Debbie Budlender, 2019. "Changes in the care burden over the transition to adulthood," SALDRU Working Papers 234, Southern Africa Labour and Development Research Unit, University of Cape Town.
    11. Vimal Ranchhod & Reza Daniels, 2020. "Labour market dynamics in South Africa in the time of COVID-19: Evidence from wave 1 of the NIDS-CRAM survey," SALDRU Working Papers 265, Southern Africa Labour and Development Research Unit, University of Cape Town.
    12. Haroon Bhorat & Sumayya Goga, 2013. "The Gender Wage Gap in Post-Apartheid South Africa: A Re-examination," Journal of African Economies, Centre for the Study of African Economies (CSAE), vol. 22(5), pages 827-848, November.
    13. Richard Blundell & Monica Costa Dias & Robert Joyce & Xiaowei Xu, 2020. "COVID‐19 and Inequalities," Fiscal Studies, John Wiley & Sons, vol. 41(2), pages 291-319, June.
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    Cited by:

    1. Alfonsi, Livia & Namubiru, Mary & Spaziani, Sara, 2022. "Gender Gaps: Back and Here to Stay? Evidence from Skilled Ugandan Workers during COVID-19," Institute for Research on Labor and Employment, Working Paper Series qt44s4b2dk, Institute of Industrial Relations, UC Berkeley.

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    More about this item

    Keywords

    COVID-19; NIDS-CRAM; Wave 2; South Africa; gender wage inequality Recentred Influence Function (RIF) regressions; lockdown;
    All these keywords.

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