“…These include detailed fiscal analysis using the Income and Expenditure Survey (IES) 2010/11 (Inchauste et al, 2015); spatial analysis of small area level income data using the 2011 Census of Population (Noble et al, 2013); analysis of data on wealth using the National Income Dynamics Study (NIDS) (Orthofer, 2016); in-depth analysis of the income distribution also using NIDS (Hundenborn et al, 2017) and the Post-Apartheid Labour Market Series (PALMS) dataset (Bassier and Woolard, 2018;Wittenberg, 2017). The latter four studies drew from administrative data on income tax to validate the income data in NIDS (Hundenborn et al, 2017;Orthofer, 2016) and PALMS (Bassier and Woolard, 2018;Wittenberg, 2017) respectively. There is a growing recognition of the importance of administrative data as a data resource on income, especially with reference to individuals working in the formal sector, and recently the National Treasury (NT) and the South African Revenue Service (SARS) have made anonymized personal income tax data available for research purposes (Arndt, 2018).…”