Factors affecting adoption of improved sorghum varieties in Tanzania under information and capital constraints

dc.contributor.authorKaliba, Aloyce R
dc.contributor.authorMazvimavi, Kizito
dc.contributor.authorGregory, Theresia L
dc.contributor.authorMgonja, Frida M
dc.contributor.authorMgonja, Mary
dc.date.accessioned2023-08-25T08:22:56Z
dc.date.available2023-08-25T08:22:56Z
dc.date.issued2018
dc.descriptionJournal Articleen_US
dc.description.abstractLow adoption of agricultural technology is among the main reasons for low farm productivity and high incidence of poverty and food insecurity in sub-Saharan countries including Tanzania. In this study, we examine the factors affecting adoption of improved sorghum varieties using data from 822 randomly selected sample households in northern and central Tanzania. We employ a multiple-hurdle Tobit model to assess the factors affecting adoption after controlling for both capital and information constraints. We also use t-distributed stochastic neighbor embedding to cluster farmers into homogeneous groups. The method allows to reduce the dimensionality while preserving the topology of the dataset, which increases the clustering accuracy. It also superiors for visualization of the clustering results. Results show that radio and other mass media outlets that create awareness will increase adoption among farmers who do not face capital constraint. Some farmers lack basic resources such as land and capital, and subsidies could have a high impact on these farmers. Other farmers simply need assurance on the performance of improved sorghum varieties. Field days, on-farm trials, and demonstration plots could be useful in supporting these farmers. A tailored support system, however, needs a sustained investment in both quantity and quality of services. There is therefore a need to develop a pluralistic research and extension systems that encourage the use of information technologies and community-based organizations to reach specific groups of farmers.en_US
dc.identifier.urihttp://www.suaire.sua.ac.tz/handle/123456789/5671
dc.language.isoenen_US
dc.publisherSpringeren_US
dc.subjectAdoptionen_US
dc.subjectMultiple-hurdle Tobiten_US
dc.subjectSorghumen_US
dc.subjectt-SNEen_US
dc.subjectTwo-step cluster analysisen_US
dc.subjectTanzaniaen_US
dc.titleFactors affecting adoption of improved sorghum varieties in Tanzania under information and capital constraintsen_US
dc.typeArticleen_US
dc.urlhttps://doi.org/10.1186/s40100-018-0114-4en_US

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