Evidence map›Paper›PMID 41557661›Full record

ArticlePloS one2026

The role of training on smallholder farmers' adoption of orange-fleshed sweet potato in Ethiopia.

Lidya Samuel, Marcia Dutra de Barcellos, Nathaline Onek Aparo, Mulugeta D Watabaji, Hans De Steur

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Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Lidya SamuelDepartment of Business and Economics, Haramaya University, Dire Dawa, Ethiopia.ORCID https://orcid.org/0009-0000-8736-5851
Marcia Dutra de BarcellosDepartment of Agricultural Economics, Ghent University, Ghent, Belgium.ORCID https://orcid.org/0000-0002-4311-2921
Nathaline Onek AparoDepartment of Agricultural Economics, Ghent University, Ghent, Belgium.
Mulugeta D WatabajiDepartment of Business and Economics, Haramaya University, Dire Dawa, Ethiopia.
Hans De SteurDepartment of Agricultural Economics, Ghent University, Ghent, Belgium.ORCID https://orcid.org/0000-0003-1340-0882

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Biofortified orange-fleshed sweet potato (OFSP) offers a viable strategy for combating vitamin A deficiency in Sub-Saharan Africa. Despite its nutritional benefits, its adoption among Ethiopian smallholder farmers remains limited. This study investigated the role of training in driving OFSP adoption, using a qualitative experiment grounded in the Theory of Planned Behavior and the Technology Acceptance Model. A total of 65 Ethiopian sweet potato farmers were interviewed before and after training, of which 33 were trained (17 adopters and 16 non-adopters). The findings highlight that training substantially enhanced farmers' knowledge, improving their cultivation practices and addressing key barriers such as pest control and vine availability. The training also led to a measurable improvement in OFSP yield, indicating its impact not only on behavioral intention but also on actual agronomic outcomes. Perceived ease of use and perceived usefulness emerged as important predictors of adoption behavior, with trained farmers reporting increased confidence in growing OFSP. Additionally, decisions were strongly influenced by subjective norms set by community leaders and peer farmers, underscoring the role of social dynamics in the adoption process. The dissemination of high-quality OFSP vines further supported sustained adoption. The results of this exploratory study suggest that while training is important for improving cultivation techniques, individual motivation and social support also play a key role in farmers' decision-making. Alongside the qualitative insights, quantitative yield comparisons were incorporated, and the integration of qualitative and quantitative evidence provides valuable insights into how perceptions of benefits, ease of use, and social norms shape adoption behavior, informing strategies to promote wider adoption of biofortified crops. More research is needed to further validate these findings, preferably through larger samples and longitudinal study designs.

Indexed as

AgricultureFarmersIpomoea batatasBiofortificationEthiopiaHumansMaleVitamin A Deficiency

Identifiers

PMID41557661
PMCPMC12818620

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.