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Primary school enrolment in Ethiopia has more than doubled over the past two decades. In spite of this impressive achievement, and as in many low- and middle-income countries that have experienced rapid expansion, the Ethiopian education system is characterised by a 'learning crisis' in which many children are leaving school without basic numeracy and literacy skills. In this paper, we explore the relationship between low learning levels and the features of an education system characterised by a sudden increase in learners from disadvantaged backgrounds, including 'first generation learners', or students whose parents have never been to school. Using unique longitudinal school survey data, we examine whether first-generation learner status represents an additional layer of disadvantage in the Ethiopian education system; the relationship between first-generation learner status and learning outcomes; and the educational trajectories of first generational learners through primary school. Based on these findings, we consider the implications of a rising tide of access for Ethiopia as it seeks to provide equitable, quality education for all by 2030.

Pakistan's Punjab province has witnessed numerous education reforms in recent years. Many of these reforms have been aimed at improving the well-documented low levels of learning by focusing on improving teaching quality. The rhetoric suggests that government schools, particularly those in rural areas with a more disadvantaged pupil base, are especially ineffective at imparting learning. This paper seeks to investigate whether children in rural Punjab are learning literacy and numeracy over the course of a year, and if so, are some pupils progressing more than others. Using recently collected data, it finds that children in our sample are making progress. Variation in progress is found to be greater within schools rather than across them. The competence and qualifications of a teacher also makes a significant difference to a child's academic progress. The paper further finds differential progress for rich and poor students within schools, suggesting an important role for education policy to put in place targeted support towards those from disadvantaged backgrounds to ensure improvements in their learning keep pace with their peers.

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.