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Purpose The purpose of this paper is to investigate borrowing motivation, credit access barriers and their impacts on income of smallholder farmers engaging in cinnamon value chain development in Northwestern Vietnam. Design/methodology/approach A multistage sampling technique using a structural questionnaire and in-depth interviews was applied for collecting primary data from farmers and relevant stakeholders. The Propensity Score Matching was employed to analyze access barriers and examine whether relaxing these barriers can improve farmer income. To deal with the issue of model uncertainty and further increase the robustness of results, Bayesian model average and the bootstrapping approach were applied. Findings To fulfill the certain quality standards of cinnamon products which are later used in the medicinal and food industry, farmers as primary producers need credit for intensive investment to increase the value of their products. Still, there are 25.36 percent of farmers who have access constraints to formal credit. In the credit received group, 24.56 percent have not received full credit as demanded. Access problems are relevant to lack of collateral, lack of bank account holdings, inconvenient access to roads, weak chain linkage and limited organic farming. Removing credit access barriers can improve the income for farmers from cinnamon farming activities. Research limitations/implications More detailed information on the conditions under which credit serves a more important role in creating value addition for cinnamon products can help the government establish more effective credit policies. Social implications Great attention should be paid to smallholder farmers as primary producers in the chain for sustainable value chain development in developing and emerging economies. Policy interventions should facilitate access to bank accounts, speed up the process of granting residential land use certificates, certify organic farming and upgrade the road system. Strengthening the chain linkage can enhance smallholder farmers’ capacity to obtain credit through value chain lending development. Originality/value Empirical studies on agricultural credit from the perspective of value chain development remain scarce. A better understanding of credit access constraints allows for the positing of recommendations for policy makers to facilitate value chain lending and a medicinal plant-based agro-forestry system in similar situations.

Purpose The purpose of this paper is to explore the existence and determinants of the credit gap in the cinnamon value chain development in Northwestern Vietnam. Design/methodology/approach A multi-stage sampling of 548 cinnamon households and a Heckman Selection Model were applied to examine their credit access constraints. In-depth interviews with cooperatives, enterprises, banks and relevant government agencies were further conducted to explain the credit gap. Findings In the total 52.74 percent of households that received credit, 24.56 percent of them received an insufficient amount of credit as registered. In addition, 35.77 percent of total households are credit rationed. Although all enterprises and cooperatives had been successful in applying for credit as long as they have collateral, none of them received the full credit amount requested. The credit amount received satisfied 80.64, 43.03 and 44.28 percent of the demand by households, cooperatives and enterprises, respectively. The lack of valuable collateral assets is the most important factor explaining this credit gap. Moreover, membership in a farmer-based union or ownership of a bank account increases the probability of access to credit. Educated household heads with a larger farm size and the Kinh ethnic majority are positively associated with a larger amount of credit. Households with conventional cinnamon farming, more dependents and union non-membership are more likely to be credit rationed. Practical implications A reform on collateral management, facilitating access to bank accounts, capacity building for local farmer-based unions, organic certification, granting land use rights and facilitating a platform to share reliable information between relevant actors are needed to bridge the credit gap. Originality/value This paper analyses the determinants of credit access constraints by key actors in a medicinal plant value chain that was insufficiently discussed by previous studies in the field.

This study uses the Propensity Score Matching to examine the income impact of different credit sources on accessed households in the Northern Mountains of Vietnam. Results show that overall rural credit serves an important role in improving household income with respect to total income, per capita income and nonfarm income. However, different credit affects recipients heterogeneously. Whereas a significant increase in household income can be achieved through accessing commercial and informal loans, there is no significant increase of all income components associated recipients of preferential credit. These results imply that a successful credit scheme needs to consider variations in transaction costs, disbursement scheme, loan characteristics and typical socio-economic conditions of credit recipients.