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Publications (4)
Working Paper
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This paper studies the impact of the COVID-19 pandemic on formal sector employment in Uganda. Utilizing employee-level administrative tax data from the Uganda Revenue Authority, we describe the dynamics of employment as the pandemic evolved, seeking to better understand the various coping strategies...
Working Paper
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– Individual impacts of the Employment Tax Incentive
This paper uses survey and tax administrative data to analyse the effects of a sizeable employer-borne payroll tax credit for young, low-wage workers in South Africa. We find limited impact of the wage subsidy on employment of young, low-wage workers relative to two comparison groups: slightly older...
Working Paper
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– Insights from survey and tax administrative data in Zambia
This paper examines how formal firms have been impacted by and recovered from the pandemic by drawing on two distinct but complementary data sources. This is the first attempt to use both survey and tax administrative data to measure the initial decline and subsequent recovery of firm sales and...
Working Paper
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In this paper, worker and job flows are estimated using the IRP5 data from the South African Revenue Services. The data used in this paper is from the 2011–14 tax years and contains information on more than 12 million individuals and nearly 300,000 firms. The main finding of the paper is that worker...
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