The picture within Africa is more complex, and often obscured by problems with unreliable and non-comparable data, both over time and across countries. The most careful African data analysis suggests that, measured in monetary terms, African inequality is very high, Africa being the most unequal continent. There is, however, huge variation in the magnitude, changes and texture of this inequality across the continent.

This implies a double danger. Africa first needs to ensure that it is included in the international measurements. At least as importantly, the continent must also ensure that the particular contexts of its societies are considered in the analysis both of the factors causing inequality and the consequences of inequality. This analysis is absolutely crucial because it is the basis for policy interventions and civil society action, which are necessary to reverse the trend. 

Given this context, a research project focusing on the development of diagnostic tools and capacity building was launched in partnership with the African Center of Excellence on Inequality Research (ACEIR) in the framework of the first phase of the Research Facility on Inequalities. The initial study (2018-2020) led to an in-depth analysis of inequalities in four countries: South Africa, Ghana, Kenya and Cote d’Ivoire. A Handbook on Inequality Measurement, which serves as a foundational guide for multidimensional inequality analysis, was also developed by ACEIR. The Handbook outlines key dimensions and indicators of inequality and provides guildelines for measuring income and beyond income inequalities.

Following the success of this research project:

• A fifth analysis was launched in Mozambique over the 2022-2024 period;
• A research project aming to expand and update the Handbook by incorporating methodologies for assessing vulnerabilities related to climate change and ecological transitions has also been launched over the 2024-2025 period.

The main objective of this research project was to advance the analysis of African inequality and the policy discussion on strategies to overcome inequality in Africa through a series of country-level engagements. The project was given structure and impetus through the development of a diagnostic tool that was implemented in a limited number of pilot countries. This diagnostic tool consists of a thorough analysis of the various inequalities in a given country which enables the government to identify the priorities and policy options in order to reduce them.

In order to build the diagnostic tool, a Handbook was also developed to set up a common base which enabled country comparisons. To extend its use and improve accountability, it was backed with a central data hub and strong data centres in each partner country that allowed and facilitated further inequality analysis.

Existing multidimensional inequality analyses primarily concentrate on examining inequalities within the social and economic domains. While many low-income countries are severely impacted by climate change, there is a notable research gap in the analysis of inequalities related to climate vulnerabilities and their interactions with other socio-economic and environmental factors. The extension and updating of the Handbook, carried out over the period 2024-2025, aims to address this gap and provide the guidelines for integrating the analysis of climate-related inequalities in future diagnostics.

The diagnostic tool is based on three pillars :

1. a conceptual and empirical review of the studies on inequality in Africa, allowing us to have a baseline for the development of future projects, as well as a better comprehension of the specificities of inequalities in Africa and of their measurement;
2. a Handbook which contains the framework proposed for the country inequality diagnostics, the methodological issues around the measurement of inequalities and their analysis and the important issues linked to policies;
3. the support to the implementation of the country diagnostic, in collaboration with the pilot countries’ local research teams and the creation of the data hub.

In order to expand and update the Handbook, researchers will thoroughly examine and synthesise existing literature that addresses the measurement and analysis of climate-related vulnerabilities. This approach will help identify gaps in current research and propose a minimal set of indicators for measuring vulnerabilities linked to climate change and the imperatives of the ecological transition and detail appropriate data and measurement methods to enable their inclusion as part of an inequality diagnostic report.  

In practical terms, the country diagnostic takes the form of a report which overviews the inequality within a country, across all relevant dimensions, for a given time and over time. Alongside this, it summarises the main policies passed, or in place, expected to have an impact on inequalities. Each country will use their diagnostic as a platform:

• for policy engagements on strategies to overcome inequality,
• for the stimulation of national dialogue and a national research focus on inequality,
• to lead the national discussion through further, high impact research papers from the country node on inequality.

• Anda David, Research Officer, AFD
• Rawane Yasser, Junior Research Officer, AFD

The inauguration of President Ramaphosa in February 2018 has offered the country an opportunity to put the South African project of Nelson Mandela back on track. But this will require confronting, head-on, the lack of progress towards a more balanced distribution of opportunities and incomes and the difficult political and economic questions that this raises. Will the benefits of political change be limited to a narrow elite or is more broad-based equitable development possible? What kinds of social, economic or institutional change might contribute to more rapid  transformation of opportunities for the bottom half of the household income distribution? What kinds of constraints on power and privilege might contribute to fairer outcomes at the top tail of the distribution?

These difficult questions are of interest both in South Africa and internationally, and they are economic and institutional questions of considerable complexity. It is not just that a continued widening of inequality is unacceptable morally, it seems likely also that it threatens growth, social order and sustainability. Inequality reduction is under the spotlight in many countries and much work has been done internationally and in South Africa on understanding inequality.

This project will draw on and consolidate this evidence-base and then fill some important, policy-relevant gaps that remain. By design, the research programme outlined below seeks to address distributional issues in both the bottom half and the top of the distribution. The work programme recognises from the outset that there are several dimensions of human development and wellbeing, and progress in some measures might be accompanied by deterioration in others. It recognises that economic growth does not necessarily lead to equitable outcomes – both poverty and inequality have self-reinforcing characteristics that are hard to counter.

The project will be undertaken in formal partnership with South Africa’s national statistical office, Statistics South Africa. Also, as important steps in the proposed research programme, a series of dialogues will be held between the researchers and key stakeholders, including representatives of government, business, organised labour and civil society – to seek advice, test ideas and contribute to consensus on possible policy reforms.

The research project will be developed across three work streams:

1. The implementation of the inequality diagnostic under the form of a report summarizing existing knowledge on South African inequality trends and policies. It will further add to this knowledge using available data, explore the implications of this new work and then take stock of data needs in order to make further progress in framing policies to overcome inequality.
2. A paper on the role of earnings in the household inequality dynamics. It builds off preliminary evidence that a key aspect of the lack of support from the labour market into households is the volatility of employment and therefore earnings for the self-employed and other vulnerable workers.
3. A paper on the interlinkages between population dynamics and spatial inequality. This paper is responsive to an often-expressed opinion from the policy community that migration is being driven by differences across provinces and regions in the quality of schooling, health, and other services.

The diagnostic of inequality in South Africa, carried out by Statistics South Africa in partnership with the Southern Africa Labour and Development Research Unit (SALDRU), the African Centre of Excellence for Inequalities Research (ACEIR) within the EU-AFD Facility framework is available online: Inequality trends in South Africa: a multidimensional diagnosis of inequality.

This report was presented at a workshop involving all actors working to reduce inequality, held on 11 February 2020 in Philippi, Cape Town, on the occasion of the 30th anniversary of the release of Nelson Mandela. You will find here the synthesis of the workshop, including the presentations, discussions and debates held this day: Stakeholder engagement on inequality trends in South Africa.

You may find the research papers here:

• Spatial inequality through the prism of a pandemic: Covid-19 in South Africa
• Earnings inequality over the life-course in South Africa

Since the end of apartheid, the successive South African governments have put emphasis on a very proactive public-housing policy, notably by having built 2.7 million housing units for the disadvantaged classes. However, various sources estimate that another 2 million affordable housing units are still needed (which would concern 12 million people, or one-fourth of the population of South Africa). Furthermore, construction of the 2.7 million housing units has not eliminated slums, which continue to spread in the major South African cities. Finally, most of the public housing has been established in the outer peripheries of cities: this hinders access by the beneficiaries to the areas offering jobs and services and contributes to continued racial and social segregation.

The most recent trends have seen the private sector encouraged to participate in the construction or renovation of affordable housing.

This project is part of the first phase of the Research Facility on Inequalities, coordinated by AFD and funded by the European Commission's Directorate-General for International Partnerships over the 2017-2020 period. The first phase of the Facility has led to the conduct of 22 research projects and the publication of around 100 research papers and policy briefs.

The objective of this research project is to understand the impact of projects such as the “Integrated Housing Developments” or so-called “social” housing in the major South African cities (Johannesburg, Cape Town, and Durban). Other tools furthering social inclusion are also studied, such as the regulations and tax incentives that encourage production of affordable housing by the private sector, etc.

As part of this study, we cover both the question of reducing economic inequalities and the question of the scale at which inequalities should be examined: by neighborhood, by district, or citywide.

The study also defines the determinants and obstacles with regard to the production of public and affordable housing. These include the economic model, support from the public sector, private investment, regulatory framework, difficulties in implementation, and others.

The research project makes a case study of several projects involving the production of subsidized housing in three major South African cities (Cape Town, Johannesburg, and Durban). Several socio-economic indicators are used to evaluate inequalities.Series of data on housing supply and demand have been gathered, from the 2000s to 2018. The study looks for the most disaggregated data possible, in order to identify tendencies within cities regarding segregation, inclusion, and exclusion.

The role of different sources of income is analyzed, in particular the incomes and expenditures related to housing, by cross-analyzing them with the Gini index on inequalities.

The study also has a qualitative component dealing with the forms of production and regulation of affordable housing in South Africa.

You may find the research papers here:

• Social housing and upward mobility in South Africa
• The role of social housing in reducing inequality in South African cities

You may find the policy briefs here:

• Social Housing and Spatial Inequality in South African Cities
• Social Housing and Upward Mobility in South African Cities

• Irène Salenson, Research Officer, AFD
• Ivan Turok, Executive Director in the Economic Performance and Development Unit of the Human Science Research Council