The paper investigates the differences in private marginal returns to education between wage-employees and the self-employed in Uganda, using the Mincerian framework with pooled regression models. We use a two-wave household panel to estimate homogenous and heterogeneous private returns to education for both worker types. The study finds similar marginal returns to an additional year of schooling for both worker types. Further, the study finds the returns to educational qualifications are convex for wage-employees and concave for the self-employed. With regard to heterogeneous returns to education, we employ quantile regression models and find returns to education decreasing with quantile for both worker types.

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The study draws inference on the effects of infrastructure development, liberalization, and governance on manufacturing production (MVA) in Sub-Saharan Africa. In order to determine the longrun implications of these factors, and for purposes of retaining estimates efficiency and consistency in the presence of complex errors, we employed the Panel-Corrected-Standard-Error estimator on panel data spanning 2003–2018 for 30 SSA countries. The main result of this in-depth analysis shows that infrastructure development as well as governance are key to manufacturing production. While infrastructure development affects MVA positively in the longrun, an improvement in the financial openness facilitates this linkage but only between transport infrastructure on the one hand, and electricity infrastructure on the other, whereas the converse appears the case when trade liberalization is the moderating variable. Overall, regardless of the type of liberalization, manufacturing output is always higher with better institutional quality. Our findings hold after controlling to additional covariates and are robust to alternative estimation measures. Among the other important policy derivatives of our findings, we emphasize that efforts aimed at reversing Africa’s pervasive infrastructure deficit, in ways that enhance manufacturing share in GDP, must be carefully nuanced under the avoidance of the incautious liberalization policies. We render support to the regional efforts to improve infrastructure, substantially curb poor governance while vigorously promoting the rule of law, regulatory quality, government effectiveness, voice and accountability. Supplementary Information The online version contains supplementary material available at 10.1007/s40812-022-00216-2.

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