Abstract:

We examine how agricultural commercialization relates to women’s empowerment across Ethiopia, Malawi, Tanzania, Uganda, and Nigeria using LSMS-ISA household panels (2010–2020), a modified A-WEAI (5DE), two-way fixed effects, Double Machine Learning, and propensity-score matched difference-in-differences. Entry into markets (extensive margin) is consistently associated positively with empowerment where identification is strongest: PSM-DiD shows noticeable gains when households begin selling any crops—especially in Ethiopia, Malawi, Tanzania and Nigeria—and positive correlations when existing sellers add cash crops to sales in Malawi (Ethiopia marginal). Intensive-margin analyses indicate that, holding commercialization constant, empowerment gains taper as the non-staple (cash-crop) share of sales rises in Ethiopia, Malawi, and Tanzania; effects are near zero in Uganda and Nigeria. Improvements concentrate in the income-decision domain, while workload risks emerge in some settings. A non-linearity test shows commercialization is positively associated with empowerment across sales-mix bands, with larger gains among producers with above average crop diversification that sell small and moderate amounts of non-staples, and smaller (still positive) gains when portfolios are mostly non-staples. Policy should (i) prioritize first-sale entry by investing in the “Hidden Middle” (local buying points, wholesale markets, 3PL/warehouse services) to cut fixed costs; (ii) program by diversification profile to avoid premature specialization; and (iii) institutionalize women’s control over income flows (e.g., joint payment/account options) so market gains translate into durable agency.

Keywords: Women’s empowerment, high-value crops, non-staple crops, agricultural commercialization, market participation, difference-in-differences, panel data econometrics, causal inference, heterogeneous treatment effects, double machine learning.