Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South Africa

Abstract In response to COVID-19 most governments used some form of lockdown policy to manage the pandemic. This required making iterative policy decisions in a rapidly changing epidemiological environment resulting in varying levels of lockdown stringency over time. While studies estimating the lab...

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Main Authors: Timothy Köhler, Haroon Bhorat, Robert Hill, Benjamin Stanwix
Format: Article
Language:English
Published: SpringerOpen 2023-01-01
Series:Journal for Labour Market Research
Subjects:
Online Access:https://doi.org/10.1186/s12651-022-00329-0
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author Timothy Köhler
Haroon Bhorat
Robert Hill
Benjamin Stanwix
author_facet Timothy Köhler
Haroon Bhorat
Robert Hill
Benjamin Stanwix
author_sort Timothy Köhler
collection DOAJ
description Abstract In response to COVID-19 most governments used some form of lockdown policy to manage the pandemic. This required making iterative policy decisions in a rapidly changing epidemiological environment resulting in varying levels of lockdown stringency over time. While studies estimating the labour market effects of lockdown policies exist in both developed and developing countries, there is limited evidence on the impact of variation in lockdown stringency, particularly in developing countries. Such variation may have large heterogenous effects both on aggregate and between worker groups. In this paper, we estimate the causal effect of lockdown stringency on employment probabilities, adopting a quasi-experimental design on unique labour force panel data from South Africa. South Africa is a useful case study given its upper-middle-income status and relatively small informal sector, thus serving as an example to a variety of developing and developed country economies. We find that the negative employment effects of the country’s lockdown policy were driven by effects on the informal sector. Furthermore, we observe important effect heterogeneity by employment formality as the stringency of the country’s lockdown regulations changed over time. We find that more stringent lockdown levels negatively affected informal, but not formal sector employment, while less stringent levels negatively affected formal, but not informal sector employment. From a policy perspective, evidence of such heterogeneity can inform decisions around the optimal targeting of support as the pandemic progresses and lockdown policies are reconsidered.
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spelling doaj.art-f00506cdc9bd42a3bdbfe8986d0777552023-01-15T12:06:37ZengSpringerOpenJournal for Labour Market Research2510-50272023-01-0157112810.1186/s12651-022-00329-0Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South AfricaTimothy Köhler0Haroon Bhorat1Robert Hill2Benjamin Stanwix3Development Policy Research Unit, School of Economics, University of Cape TownDevelopment Policy Research Unit, School of Economics, University of Cape TownDevelopment Policy Research Unit, School of Economics, University of Cape TownDevelopment Policy Research Unit, School of Economics, University of Cape TownAbstract In response to COVID-19 most governments used some form of lockdown policy to manage the pandemic. This required making iterative policy decisions in a rapidly changing epidemiological environment resulting in varying levels of lockdown stringency over time. While studies estimating the labour market effects of lockdown policies exist in both developed and developing countries, there is limited evidence on the impact of variation in lockdown stringency, particularly in developing countries. Such variation may have large heterogenous effects both on aggregate and between worker groups. In this paper, we estimate the causal effect of lockdown stringency on employment probabilities, adopting a quasi-experimental design on unique labour force panel data from South Africa. South Africa is a useful case study given its upper-middle-income status and relatively small informal sector, thus serving as an example to a variety of developing and developed country economies. We find that the negative employment effects of the country’s lockdown policy were driven by effects on the informal sector. Furthermore, we observe important effect heterogeneity by employment formality as the stringency of the country’s lockdown regulations changed over time. We find that more stringent lockdown levels negatively affected informal, but not formal sector employment, while less stringent levels negatively affected formal, but not informal sector employment. From a policy perspective, evidence of such heterogeneity can inform decisions around the optimal targeting of support as the pandemic progresses and lockdown policies are reconsidered.https://doi.org/10.1186/s12651-022-00329-0South AfricaLockdownLockdown stringencyCOVID-19Labour marketFormality
spellingShingle Timothy Köhler
Haroon Bhorat
Robert Hill
Benjamin Stanwix
Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South Africa
Journal for Labour Market Research
South Africa
Lockdown
Lockdown stringency
COVID-19
Labour market
Formality
title Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South Africa
title_full Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South Africa
title_fullStr Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South Africa
title_full_unstemmed Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South Africa
title_short Lockdown stringency and employment formality: evidence from the COVID-19 pandemic in South Africa
title_sort lockdown stringency and employment formality evidence from the covid 19 pandemic in south africa
topic South Africa
Lockdown
Lockdown stringency
COVID-19
Labour market
Formality
url https://doi.org/10.1186/s12651-022-00329-0
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