Goal 10 calls on countries to adapt policies and legislation to increase the income share of the poorest 40% and to reduce wage inequalities based on gender, age, disability, social or ethnic origin, or religion. This includes promoting greater representation of developing countries in global decision-making.


In the first phase of the project (2018-2020), Agence Française de Développement (AFD) and the Global Development Network (GDN), in partnership with the Commitment to Equity (CEQ) Institute as well as local universities and local authorities, joined forces to implement the CEQ assessment in four African countries: Morocco, South Africa, Cameroon and Kenya.
In order to document its five-year planning process, Senegal requested the support of AFD and GDN to study the impact of fiscal and social reform scenarios. A second phase of the project, focusing on Senegal but also on methodological issues, is thus taking place over the 2023-2024 period.
Context
In the first phase of the project, Morocco, South Africa, Cameroon and Kenya were selected to participate in the research, analysis, and policy recommendations program, which significantly enhanced the evidence base for efficient and thoughtful redistributive fiscal policy that protects poor and vulnerable households from further impoverishment. Each of these countries learned from, and in some cases incorporated, the successful programmatic experiences from the others. The work program that the AFD-CEQ partnership encompasses also promoted skills sharing and capacity building between countries.
This project was part of the first phase of the Research Facility on Inequalities, coordinated by AFD and funded by the European Union 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.
Part of the second phase of this project focuses on Senegal, which is facing a number of important, sometimes contradictory challenges, likely to bring about lasting changes to the social contract and the redistribution of national income, such as:
- the development of gas and oil deposits (and the collection of the associated tax revenues),
- the implementation of a just energy transition partnership (JETP), which at the same time calls for the decarbonisation of growth,
- the desired extension of social protection schemes (health, retirement) to accompany a demographic transition that is still underway,
- the dismantling of energy subsidies to finance more infrastructure and develop better-targeted subsidies for poor households.
There is strong social demand for policies to reduce inequality, but this is taking place against a backdrop of regional instability, increased conflict, global inflation and global warming.
This analysis will be conducted in partnership with the Directorate General of Planning and Economic Policies of the Senegalese Ministry of Planning and the World Bank.
Objectives
The development of the CEQ Assessments, which are the centerpiece of the AFD-CEQ Institute partnership, accomplish two major objectives simultaneously:
- The implementation of CEQ Assessments builds an empirical evidence base (country by country) of the redistributive and poverty-reduction impact of fiscal policy broadly, as well as of individual fiscal elements (revenues or expenditures).
- The implementation of CEQ Assessments together with local research teams completes a knowledge and skill transfer to researchers and policy officers who will remain close to the ongoing policy debate and policy-making bodies who benefit from having this information at their disposal.
The AFD-CEQ Institute partnership therefore leaves in place the basic human infrastructure necessary for additional fiscal incidence analysis, including forward-looking policy simulation.
As part of the second phase of the project, the aim is for Senegal to master the CEQ tax incidence analysis tool and study a series of pro-poor reforms to reduce social and/or regional inequalities.
The expected deliverable is a report quantifying the impact of 5 areas of reform (cost, effects, financing).
Method
The CEQ Assessment is a comprehensive and rigorous tax and benefit incidence analysis which enables to have an active engagement with the policy community.It is designed to address the following four questions:
- How much income redistribution and poverty reduction are being accomplished through fiscal policy?
- How equalizing and pro-poor are specifics taxes and government spending?
- How effective are taxes and government spending in reducing inequality and poverty?
- What is the impact of fiscal reforms that change the size and/or progressivity of a particular tax or benefit?
In order to address these questions, experts from the CEQ working along with AFD researchers and local researchers teams implemented the CEQ methodology in Morocco, South Africa, Cameroon and Kenya, and will do so in Senegal.
Once done, the objective is to mainstream the use of CEQ Assessments:
- By reaching out to the policy community through partnerships and policy forums;
- By disseminating findings through an active communication and advocacy program, undertaken in conjunction with key partners in the research, philanthropic and social activist communities.
Results
You can find below the various publications related to this research project.
Fiscal incidence analysis reports:
- Fiscal incidence, inequality and poverty in Kenya: a CEQ assessment
- The impact of taxes and transfers on poverty and income distribution in South Africa 2014/2015
- Les effets de la politique budgétaire sur la pauvreté et les inégalités au Maroc (in French)
Policy briefs:
- Fiscal Incidence and Public Spending: Public Policy Scenarios for Colombia (January 2024)
- Distributional Impact of Fiscal Policies: A Survey of Methodological Approaches (October 2024)
- Analyse de l’incidence de la fiscalité et des dépenses sociales sur la pauvreté et les inégalités au Sénégal (January 2025, in French only)

Context
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.
This project was 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.
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.
Find out more
Goals
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.
Method
The diagnostic tool is based on three pillars :
- 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;
- 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;
- 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.
Results
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.
- The Handbook on Inequality Measurements for Country Studies: in order to insure a certain degree of comparability among all the country studies and to support researchers and statisticians in conducting inequality diagnostics, a Handbook was developed by the African Centre of Excellence for Inequality Research (ACEIR).
- A review on inequality in Sub-Saharan Africa: this research paper takes stock of what we know about African inequality both to promote better analysis and better policymaking in addressing inequality in Africa.
- 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), ACEIR in the EU-AFD Facility framework: Inequality trends in South Africa: a multidimensional diagnosis of inequality
This report was presented at a workshop involving all actors working to reduce inequality (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 here: Stakeholder engagement on inequality trends in South Africa.
- The diagnostic of inequality in Ghana, conducted by ISSER and the University of Ghana in partnership with the ACEIR in the EU-AFD Facility framework: Inequality Diagnostics for Ghana
- The diagnostic of inequality in Kenya, conducted by University of Nairobi in partnership with ACEIR in the EU-AFD Facility framework: Inequality Diagnostics for Kenya
- An in-depth analysis of inequality in Côte d'Ivoire (in French)
Several analyses have been conducted in partnership with local research centres:
- An analysis on the dynamics of social inequalities in Mozambique, conducted by Instituto de estudos sociais e economicos (IESE) and the University of Cape Town in partnership with ACEIR in the EU-AFD Facility framework
- The multidimensional diagnostic on inequalities in Colombia, conducted in close collaboration with Fedesarrollo and DANE
- The multidimensional diagnostic on inequalities in Indonesia, conducted in close collaboration with LPEM and BPS-Statistics.
The research project aiming to expand and update the Handbook will result in:
- A research paper that conceptualizes the links between inequalities, climate change and the ecological transition in low and middle income countries (in progress);
- An updated edition of the Inequality Handbook that integrates key metrics of climate change's impact on inequality (in progress).
Contacts
- Anda David, Research Officer, AFD
- Rawane Yasser, Junior Research Officer, AFD

Context
Twenty years on since independence and the end of Apartheid, South Africa is yet to emerge as a socially cohesive nation. South Africans still live apart – geographically and socially – except within a few groups where the constituents share common identities such as race, ethnicity and class. Moreover, inequality continues to provoke tension – between the rich and the poor, between racial groups, between the urban metropoles and former homelands, and between farm owners and their workers. Economic growth, to the extent it has occurred, has not brought with it greater equality and cohesion in South Africa, the essential ingredient of inclusive growth.
Scholars, policy makers, opinion leaders, and citizenry of the country have been extensively debating issues surrounding the cohesiveness of South African society. Yet, the term “social cohesion” has been used loosely in academic literature and political discourse, and its meaning and its mutual dependence with economic development have not been well understood. We do not yet have a clearly defined concept – and hence definition – of social cohesion as relevant for inclusive development in South Africa. Without definition and measurement, we cannot conclusively ascertain if social cohesion has improved. Without knowing a few key levers (i.e., determinants of social cohesion), it would be difficult to formulate policies that can materially improve social cohesion and effectively achieve inclusive development.
Objectives
Against this background, the proposed research project aims to contribute to addressing social cohesion and inclusive development, two of the most fundamental challenges facing South Africa. More specifically, the objectives are to:
- formulate a relevant approach for social cohesion in the case of South Africa;
- construct and measure social cohesion indicators;
- conduct an in-depth analysis of ethnic and racial inequalities in South Africa;
- shed light on the linkages between social cohesion and inequalities and their implications for policies.
The research will combine the wealth of knowledge of top South African scholars about history, society, politics and economy of the country with the expertise of a Japanese researcher and that of the AFD’s research officers on global practices and analytical tools.
Research findings
Preliminary results from the Social Cohesion Index research suggest:
- We can operationalise a definition of social cohesion and measure it using available national data.
- There is a large degree of consistency in trends in the index and its constituent components over time across four national data sets.
- Social cohesion in South Africa increased between 2008 and 2011, although the trend thereafter is less clear and a longer time series is required.
- Higher levels of per capita income and employment are positively associated with higher social cohesion.
- Poverty, unemployment, and service delivery protest are negatively correlated with social cohesion.
- Municipal policy and competence are closely associated with higher social cohesion.
Our research shows that social cohesion hinges on overcoming prevailing prejudices, interracial mistrust, and negative attitudes towards integration. How people perceive inequality (or not) determines the likelihood of inter-racial interactions.
High levels of inequality and the perception that our inequality has not improved in the post-apartheid period are the key impediments to social cohesion in South Africa. This importance remains even when inequality is analyzed alongside other clearly critical influences such as racial, spatial, and educational factors.
There are two minimum requirements for building a cohesive society in South Africa:
- Prioritize a defined and monitored agreement to overcome poverty, inequality and social exclusion; and
- Do it in a way that actively and legitimately ensures voice and agency for marginalised individuals and communities.
Our studies of social cohesion show that these bold policies to address socio-economic challenges must include behavior and practices in everyday life that demonstrate evidence of a society that is actually committed to overcoming remaining prejudices, interracial mistrust, and negative attitudes.
To build, track, and improve social cohesion we should start by operationalising a shared definition of social cohesion that includes five dimensions (inclusion, belonging, social relationship, participation and legitimacy).
Publications
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