Access To Credit, Rice Productivity And Farmers’ Welfare In Ghana: A Conditional Mixed Process Approach
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Agricultural Finance Review
Abstract
Purpose – This paper assessed the impact of access to credit and associated productivity variations on rice
farmers’ welfare in Ghana.
Design/methodology/approach – The authors employed a quasi-experimental research design and the
conditional mixed process (CMP) approach with micro-level secondary data from the Ghana Statistical Service
(GSS) to jointly estimate the determinants of rice farmers’ access to credit, the impact of access to credit on rice
productivity and the welfare effect of rice productivity. The joint estimation of these equations and the use of a
recursive CMP approach rule out simultaneous feedback within the production cycle and correct for
endogeneity while accounting for the mixed (binary and continuous) nature of the dependent variables.
Findings – The model estimates show that access to credit increases rice productivity, which in turn improves
rice farmers’ welfare. Specifically, access to credit positively impacted rice productivity, with an extra
958.270 kg/ha for credit users. In turn, a unit increase in productivity increased rice producers’ welfare by GHC
2.98. Factors influencing access to credit include age, education, marital status, rice output and ownership of
mobile phones and bank accounts. While male farmers demonstrated higher productivity, female farmers were
associated with superior welfare impacts.
Research limitations/implications – A study is required to understand how changes in productivity arising
from access to credit influence farmers’ assets and wealth.
Practical implications – Pursuit of policies for improving farmers’ access to agricultural credit can improve
farm productivity and rice farmers’ welfare.
Originality/value – This study incorporates farmer welfare as a function of productivity in the access to credit
productivity model, creating a tri-variate model to understand the farmer welfare effect of rice productivity
dynamics in Ghana.
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Research Article
Citation
Sirin, U. A. A., Jatoe, J. B., & Asem, F. (2026). Access to credit, rice productivity and farmers’ welfare in Ghana: a conditional mixed process approach. Agricultural Finance Review, 86(3), 392-411.
