High Value Crop Commercialization and Women’s Empowerment in Sub-Saharan Africa: Panel Insights Reinforced by Double Machine Learning and Quasi-Experiments

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).

Social Learning and Peer Influence in Smallholder Commercialization

This paper examines how peer behavior influences small-scale producers’ (SSPs) decisions to purchase inputs and sell outputs in six sub-Saharan African countries. Using comparable nationally representative panel data and a correlated random effects framework, we assess the extent and shape of social interactions driving input and output market participation.

INCATA Team Conducts Value Chain Studies in India and Kenya

The INCATA project continues to make significant progress in its horticultural and aquaculture value chain research, with recent field visits to India and Kenya yielding valuable insights. Project partners collaborated in rapid reconnaissance activities across both countries.

Inception Workshop, March 2024 – INCATA

Facebook Instagram Twitter Youtube Linkedin Coming soon Facebook Instagram Twitter Youtube Linkedin Nuestras oficinas: Chile: Huelén 10. Providencia, Santiago, Región Metropolitana. (+56-2) 2236 4557 | Fax (+56-2) 2236 4558. Ecuador: Checoslovaquia E9-95 entre Suiza y Moscú. Edificio Eveliza Plaza. Planta Baja. Quito. (+593-2) 5150144. Colombia: Carrera 9 No 72-61 Oficina 303. Bogotá. (+57-1) 2073 850. […]

Presentations in external meetings – INCATA

Facebook Instagram Twitter Youtube Linkedin Coming soon Facebook Instagram Twitter Youtube Linkedin Nuestras oficinas: Chile: Huelén 10. Providencia, Santiago, Región Metropolitana. (+56-2) 2236 4557 | Fax (+56-2) 2236 4558. Ecuador: Checoslovaquia E9-95 entre Suiza y Moscú. Edificio Eveliza Plaza. Planta Baja. Quito. (+593-2) 5150144. Colombia: Carrera 9 No 72-61 Oficina 303. Bogotá. (+57-1) 2073 850. […]

Project Outputs – INCATA

Facebook Instagram Twitter Youtube Linkedin Working documents Evidence Review: Investments and Policies in Agrifood Chain Linkages Agrifood systems extend beyond the farm, yet the midstream and downstream—the “hidden middle”—remain under-researched. This paper reviews 276 studies on policies for the hidden middle in low- and middle-income countries. While 52% focus on smallholders and 21% on public […]