Behavioral determinants of climate-smart agriculture adoption among smallholder leafy vegetable agripreneurs in semi-arid Tanzania

This study elucidates the behavioral determinants influencing climate-smart agriculture (CSA) adoption among smallholder leafy vegetable agripreneurs in semi-arid Central Tanzania. Employing an extended Theory of Planned Behavior (TPB) that incorporates perceived usefulness from the Technology Acceptance Model (TAM) as a mediating construct, the study examines how attitudes, subjective norms, and perceived behavioral control shape CSA adoption decisions. A cross-sectional survey encompassing 385 agripreneurs from Dodoma and Singida regions was conducted, with data analyzed through Partial Least Squares Structural Equation Modeling (PLS-SEM) utilizing Smart PLS 4. The empirical findings demonstrate that attitudes exert the strongest influence on both perceived usefulness (β = 0.528, p < 0.001) and CSA adoption, indicating that agripreneurs who recognize CSA benefits demonstrate greater adoption propensity. Subjective norms (β = 0.231, p < 0.01) and perceived behavioral control (β = 0.198, p < 0.05) similarly influence perceived usefulness significantly, underscoring the importance of social networks and resource accessibility. Perceived usefulness emerges as a robust mediator between behavioral determinants and adoption (β = 0.580, p < 0.001), highlighting its pivotal role in translating positive perceptions into concrete adoption decisions. The investigation yields critical policy implications, including the imperative to strengthen agricultural extension services, enhance financial accessibility, and leverage social networks to facilitate CSA adoption. Notwithstanding limitations inherent in the cross-sectional design and reliance on self-reported measures, this study generates valuable insights for policymakers, researchers, and development practitioners. Future investigations should employ longitudinal approaches and integrate objective farm-level assessments to comprehensively elucidate CSA adoption dynamics in resource-constrained environments.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2026-03-04
DOI
https://doi.org/10.1038/s41598-026-40459-w
Primary Topic
Climate change impacts on agriculture
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Behavioral determinants of climate-smart agriculture adoption among smallholder leafy vegetable agripreneurs in semi-arid Tanzania

Raymond John Salanga, Jonathan Stephen Mbwambo, Stephen Bishibura Erick
Scientific Reports
Climate change impacts on agriculture
article

Behavioral determinants of climate-smart agriculture adoption among smallholder leafy vegetable agripreneurs in semi-arid Tanzania

Raymond John Salanga, Jonathan Stephen Mbwambo, Stephen Bishibura Erick
article en

Abstract

This study elucidates the behavioral determinants influencing climate-smart agriculture (CSA) adoption among smallholder leafy vegetable agripreneurs in semi-arid Central Tanzania. Employing an extended Theory of Planned Behavior (TPB) that incorporates perceived usefulness from the Technology Acceptance Model (TAM) as a mediating construct, the study examines how attitudes, subjective norms, and perceived behavioral control shape CSA adoption decisions. A cross-sectional survey encompassing 385 agripreneurs from Dodoma and Singida regions was conducted, with data analyzed through Partial Least Squares Structural Equation Modeling (PLS-SEM) utilizing Smart PLS 4. The empirical findings demonstrate that attitudes exert the strongest influence on both perceived usefulness (β = 0.528, p < 0.001) and CSA adoption, indicating that agripreneurs who recognize CSA benefits demonstrate greater adoption propensity. Subjective norms (β = 0.231, p < 0.01) and perceived behavioral control (β = 0.198, p < 0.05) similarly influence perceived usefulness significantly, underscoring the importance of social networks and resource accessibility. Perceived usefulness emerges as a robust mediator between behavioral determinants and adoption (β = 0.580, p < 0.001), highlighting its pivotal role in translating positive perceptions into concrete adoption decisions. The investigation yields critical policy implications, including the imperative to strengthen agricultural extension services, enhance financial accessibility, and leverage social networks to facilitate CSA adoption. Notwithstanding limitations inherent in the cross-sectional design and reliance on self-reported measures, this study generates valuable insights for policymakers, researchers, and development practitioners. Future investigations should employ longitudinal approaches and integrate objective farm-level assessments to comprehensively elucidate CSA adoption dynamics in resource-constrained environments.

Scientific Reports
Institute of Rural Development Planning (TZ), Sokoine University of Agriculture (TZ)
Zero hunger
Openalex Percentile: Top 51%
Climate change impacts on agriculture
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.