Labour market analysis in the South African context provides a relatively robust understanding of the individual characteristics that influence wage differentials across workers (i.e. supply-side characteristics), but provides relatively little insight into the firm-level characteristics...

Public debate on the temporary employment services, or labour broker, sector in South Africa has focused on temporary workers' wages and benefits. Empirical research is limited: temporary employment services cannot be accurately identified in recent labour force surveys. In 2015, South Africa...

Through the use of administrative tax data, this study attempts to identify the characteristics of firms that employ relatively large numbers of young people. The policy objective of this exercise is to use these insights to inform policy and programming in the context of youth unemployment,...

This paper estimates the distribution of personal wealth in South Africa by combining tax microdata, household surveys, and macroeconomic balance sheet statistics. We systematically compare estimates of the wealth distribution obtained by direct measurement of net worth, rescaling of reported...

Attempts to regulate the temporary employment sector have had mixed results internationally. In South Africa, temporary employment was regulated in 2015 through amendments to the Labour Relations Act. This paper uses administrative data to examine the short-term impact of strengthening...

We evaluate a major personal income tax reform in Uganda that came into effect in 2012-13. The reform increased the tax-free lower threshold, increased tax rates for higher incomes, and introduced an additional highest tax band. Using the universe of pay-as-you-earn administrative data submitted...

This paper conducts an impact evaluation of the effects of two tax administration interventions-a taxpayer register expansion and education programme, and a new electronic filing system for presumptive tax-on the number of small business taxpayers and presumptive tax revenues in Uganda. Using a...

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...

This paper aims to assess the extent to which top earners in Ecuador were affected by the COVID-19 crisis compared to other segments of the population. Our analysis uses administrative data for individuals affiliated to social security between January 2019 and December 2021. We identify the top...

We evaluate a major personal income tax reform in Uganda that came into effect in 2012-13, contributing to the scarce literature on the effects of personal income tax reform on employees' income in a low-income country in Africa. The reform increased the tax-free lower threshold, increased tax...