A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China Plain

Agricultural water scarcity poses a significant threat to food security and sustainable development. Farmers’ adoption of agricultural water-saving irrigation technologies (WSIT) is essential for addressing this challenge. However, decisions to adopt such technologies are shaped by both individual a...

Full description

Saved in:
Bibliographic Details
Main Authors: Yibei Guo, Kunpeng Zhang, Xiaohu Jia
Format: Article
Language:English
Published: SAGE Publishing 2025-01-01
Series:SAGE Open
Online Access:https://doi.org/10.1177/21582440251316100
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832582740096057344
author Yibei Guo
Kunpeng Zhang
Xiaohu Jia
author_facet Yibei Guo
Kunpeng Zhang
Xiaohu Jia
author_sort Yibei Guo
collection DOAJ
description Agricultural water scarcity poses a significant threat to food security and sustainable development. Farmers’ adoption of agricultural water-saving irrigation technologies (WSIT) is essential for addressing this challenge. However, decisions to adopt such technologies are shaped by both individual and structural factors across multiple levels. This study investigated the multilevel determinants of WSIT adoption in the North China Plain (NCP) through a field survey conducted from late 2012 to early 2013. We collected retrospective data from 818 households spanning 2010 to 2012. Initially, we employed a binomial logistic regression model to identify significant household- and village-level factors influencing WSIT adoption. Recognizing the nested nature of adoption decisions within individual and village contexts, and the importance of multilevel interactions, we further utilized a multilevel mixed-effects logistic model. Our findings indicated that household-level factors, such as farm size, access to irrigation resources, education, input costs, and village leadership, were the primary drivers of WSIT adoption. Approximately 22.7% of the variation in adoption was attributable to differences between villages. At the village level, larger village size decreased the likelihood of adoption, while the presence of Water User Associations (WUAs) had a positive influence. Mechanism analysis suggested that household-level characteristics affected farmers’ adoption behavior through possible channels such as technical training, farmers’ perception of climate change, and the availability of alternative technologies. These findings highlight the importance of considering multiple contextual factors in studying farmers’ adoption behavior and provide important policy implications for decision-makers. JEL classification: D1; Q16; Q25
format Article
id doaj-art-3886e7603d36416f8b97ab17aaae15da
institution Kabale University
issn 2158-2440
language English
publishDate 2025-01-01
publisher SAGE Publishing
record_format Article
series SAGE Open
spelling doaj-art-3886e7603d36416f8b97ab17aaae15da2025-01-29T10:04:18ZengSAGE PublishingSAGE Open2158-24402025-01-011510.1177/21582440251316100A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China PlainYibei Guo0Kunpeng Zhang1Xiaohu Jia2Henan University, Kaifeng, ChinaHenan University, Kaifeng, ChinaHenan Agricultural University, Zhengzhou, ChinaAgricultural water scarcity poses a significant threat to food security and sustainable development. Farmers’ adoption of agricultural water-saving irrigation technologies (WSIT) is essential for addressing this challenge. However, decisions to adopt such technologies are shaped by both individual and structural factors across multiple levels. This study investigated the multilevel determinants of WSIT adoption in the North China Plain (NCP) through a field survey conducted from late 2012 to early 2013. We collected retrospective data from 818 households spanning 2010 to 2012. Initially, we employed a binomial logistic regression model to identify significant household- and village-level factors influencing WSIT adoption. Recognizing the nested nature of adoption decisions within individual and village contexts, and the importance of multilevel interactions, we further utilized a multilevel mixed-effects logistic model. Our findings indicated that household-level factors, such as farm size, access to irrigation resources, education, input costs, and village leadership, were the primary drivers of WSIT adoption. Approximately 22.7% of the variation in adoption was attributable to differences between villages. At the village level, larger village size decreased the likelihood of adoption, while the presence of Water User Associations (WUAs) had a positive influence. Mechanism analysis suggested that household-level characteristics affected farmers’ adoption behavior through possible channels such as technical training, farmers’ perception of climate change, and the availability of alternative technologies. These findings highlight the importance of considering multiple contextual factors in studying farmers’ adoption behavior and provide important policy implications for decision-makers. JEL classification: D1; Q16; Q25https://doi.org/10.1177/21582440251316100
spellingShingle Yibei Guo
Kunpeng Zhang
Xiaohu Jia
A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China Plain
SAGE Open
title A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China Plain
title_full A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China Plain
title_fullStr A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China Plain
title_full_unstemmed A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China Plain
title_short A Multilevel Analysis of Farmers’ Adoption of Water-saving Irrigation Technology: Evidence From the North China Plain
title_sort multilevel analysis of farmers adoption of water saving irrigation technology evidence from the north china plain
url https://doi.org/10.1177/21582440251316100
work_keys_str_mv AT yibeiguo amultilevelanalysisoffarmersadoptionofwatersavingirrigationtechnologyevidencefromthenorthchinaplain
AT kunpengzhang amultilevelanalysisoffarmersadoptionofwatersavingirrigationtechnologyevidencefromthenorthchinaplain
AT xiaohujia amultilevelanalysisoffarmersadoptionofwatersavingirrigationtechnologyevidencefromthenorthchinaplain
AT yibeiguo multilevelanalysisoffarmersadoptionofwatersavingirrigationtechnologyevidencefromthenorthchinaplain
AT kunpengzhang multilevelanalysisoffarmersadoptionofwatersavingirrigationtechnologyevidencefromthenorthchinaplain
AT xiaohujia multilevelanalysisoffarmersadoptionofwatersavingirrigationtechnologyevidencefromthenorthchinaplain