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This article combines large-scale bibliometric analysis of publications on education by researchers based in sub-Saharan Africa with researchers’ accounts of their priorities and practice. Patterns in the thematic foci of the research from 48 countries in the region are considered from the perspective of international policy statements (the Education Sustainable Development Goal and the African Union’s Agenda 2063), alongside analysis of funding, co-authorship and citations. We find a large number of publications by these scholars in reputable journals which merit greater scholarly engagement. Furthermore, evidence presented in this paper challenges claims about the dominance of Northern research agendas in sub-Saharan Africa.

Using a large-scale household survey, we investigate how disparities in learning change over the primary school cycle. Even controlling for other factors, household wealth and parental schooling drive sizeable gaps in learning, increasing in magnitude over the school grades. Gender gaps also widen, although only among the poorest. In contrast to other countries, overage status is positively associated with learning early on, but its importance dissipates by later grades. While the importance of factors varies across states, household wealth predominates. The analysis highlights the importance of tackling disadvantage associated with poverty early, to avoid its effects on learning becoming entrenched., The authors are grateful to the UK Department for International Development who funded our ‘think piece’ on overcoming learning inequalities by 2030 (Rose and Alcott, 2015), and ESRC-DFID (ES/M005445/1) for funding of the Teaching Effectively All Children (TEACh), both of which have contributed to the analysis in this paper. Views expressed here are those of the authors and are not necessarily shared by ESRC or DFID or any of the partner institutions.

In many low- and lower-middle-income countries, private schools are often considered to offer better quality of education than government schools. Yet, there is a lack of evidence to date on their role in reducing inequalities: namely, the extent to which private schooling improves learning among the most disadvantaged children. Our paper uses household survey data from Kenya, Tanzania, and Uganda to identify whether any observed impact of private schooling on core literacy and numeracy skills differs according to children’s household wealth. We demonstrate wealth gaps in access to private schooling, and use inferential models to account for observable differences between those who do and do not enrol in private schools. In Kenya and Uganda, we find that private schooling appears to improve the chances of children learning relative to their peers in government schools, but the chances of the poorest children learning in private schools remains low and is at best equivalent to the richest learning in government schools. In Tanzania, private schooling does not seem to improve poorer children’s learning, whereas it does for richer children. These findings raise a caution about the extent to which private provision can help narrow learning inequalities.