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Publications (16)
Technical Note
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This technical note describes how the 2015 Social Accounting Matrix (SAM) for Mozambique was updated. New Household Budget Survey data availability, changes in the economic structure as captured by the underlying Supply and Use Tables and National Accounts as well as the frequency of previous SAM...
Technical Note
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This note describes methods to derive employment-to-unemployment transition shares across industries during the COVID-19 pandemic and to use these shares in SOUTHMOD tax-benefit microsimulation models to adjust relevant labour market variables. The first method entails the derivation of industry...
Background Note
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IntroductionThe South African youth wage subsidy started in 2014 to increase employment and create jobs for low-wage youth. The subsidy was temporarily raised in value and expanded to reach more workers due to the COVID-19 pandemic. During the lockdown period, the government used the subsidy to curb...
Technical Note
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This note sets out two different methods on how to adjust incomes in the microdata underlying the standard SOUTHMOD models to reflect a sudden shock, in this case the COVID-19 shock, as done in the accompanying working paper by Lastunen et al. (2021). The note first describes how industry-specific...
Technical Note
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This technical note presents a modelling approach used in Lastunen et al. (2021) where tax and benefit policies are scaled to reflect their actual duration during a single calendar year. It can be applied to tax-benefit microsimulation models implemented in the EUROMOD software. The method is...
Technical Note
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This note describes how the counterfactual datasets in the working paper by Lastunen et al. (2021) have been reweighted, for each country analysed, to the ‘pre-crisis’ time point of 31 March 2020. The procedure consists of five main steps. The note forms part of a series of technical notes that...
Technical Note
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This note, which forms part of a series of technical notes that complement Lastunen et al. (2021), reports the approach used to derive shocks to household expenditures from shocks at the individual-level labour incomes. Its structure is composed by six different parts that describe the technique...
Background Note
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– The South African experience
Introduction: data for development Globally, one of the key factors associated with increasing use of data to inform policy-making has been the increased availability of new administrative data sources. In 2014, the National Treasury of South Africa (NT) pioneered the development of new tax...
Background Note
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– Insights from Kenya
In this background note, we examine how different firms and sectors rebound or prevail in crises. We draw on insights from the performance (upgrading potential) of Kenyan horticulture, tea, and leather export firms during two recent, but very different, shocks to the Kenyan economy. The first is the...
Background Note
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– Insights from the sub-Saharan African experience
Introduction The COVID-19 pandemic poses important risks for people’s health and economic wellbeing. While the full socio-economic consequences remain uncertain, the pandemic’s impact on the labour market has become an issue of global concern. Especially low-income earners with jobs in precarious...
Background Note
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– Decoupling production of the vaccine from its development
Development and production of a COVID-19 vaccine There is a high risk that the intellectual property (IP) rights of a COVID-19 vaccine will effectively block people in many poorer countries from accessing it. To avoid this situation, I propose that a practical solution would be to separate out the...
Background Note
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– The case of Ghana
The first two cases of COVID-19 were reported in Ghana on 12 March 2020 by the health ministry. As a first response, on 15 March all public gatherings were banned, all schools and universities were closed, and on 23 March all of the county's borders were closed. In the interest of public safety, a...
Background Note
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– Priorities and trade-offs
In this note, I will refer to current efforts to harness artificial intelligence (AI) in the push back against COVID-19, note its promises, limitations, potential pitfalls, and identify priorities for developing countries. Artificial Intelligence is the use of algorithms, data, and statistics to...
Background Note
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– The case of Kenya
The COVID-19 pandemic has now spread to over 180 countries, including several countries in sub-Saharan Africa.1 Kenya reported its first COVID-19 case on 13 March 2020. By 31 March the number of confirmed cases had risen to 59, with over 70 per cent of infections in Nairobi. As at 22 April 2020, the...
Background Note
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– The case of South Africa
What has the government of South Africa done with respect to COVID-19 measures of mitigation and suppression? The first COVID-19 positive case was confirmed on 5 March 2020. Just ten days later, South Africa had 61 positive cases and President Ramaphosa addressed the country, calling for measures to...
Background Note
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– The case of India
Several countries have enacted lockdown measures in the wake of the COVID-19 pandemic to protect their health systems and reduce the number of mortalities. One of the most extreme national lockdown measures has been taken by the government of India, with over 1.3 billion persons put under a strictly...
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