This paper presents version 4.0 of the CIT-IRP5 firm-level panel dataset. Version 4.0 is the latest edition of the firm-level component of the combined administrative data using sources from the South African Revenue Service. We show that differences in forms and vintages do generally not...

COVID-19 cases were first confirmed in March 2020 in Ghana, Kenya, and South Africa. These countries put in place several stringent measures, including lockdowns, to contain the spread of the virus. Various policies were also rolled out to address the disruption in economic activities, to...

This paper has three primary objectives. First, it provides a broad overview of the available South African data used to examine gender in the labour market, with specific reference to the South African Revenue Services (SARS) tax data which has recently been made available. Second, the paper...

South Africa's Employment Tax Incentive, launched in 2014, aimed to address low youth employment by reducing the cost of hiring young workers. We make use of anonymized tax administrative data from the 2012-2015 tax years to examine the effect of the Incentive on youth employment. We match firms...