“…The failure to account for the potential endogenous selection bias in the outcome equations may, therefore, result in biased and inconsistent estimators. Past studies have applied both semi-parametric and parametric approaches that take account of the potential self-selection problem (Abdoulaye, Wossen, & Awotide, ;Ainembabazi et al, 2018;Ali & Abdulai, 2010;Asfaw, Kassie, Simtowe, & Lipper, 2012;Becerril & Abdulai, 2010;Feleke, Manyong, Abdoulaye, & Alene, 2016;Khonje, Manda, Alene, & Kassie, 2015;Manda et al, 2019;Shiferaw et al, 2014;Tufa et al, 2019;Wossen et al, 2017). In this study, we use the parametric approach (endogenous switching regression model), and semi-parametric (propensity score matching) approaches, with the latter being used as a robustness check to the results of the former.…”