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Environmental regulations and eco-innovation as catalysts for green agricultural practices: insights from Pakistan–China agricultural cooperation

  • Ali Raza
  • , Lu Hongliang*
  • , Zhu Yue
  • , Tingyu Yang
  • , Nian Wei
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

4 Scopus citations

Abstract

This paper explores the adoption of green production technology within the framework of Pakistan–China agricultural cooperation under the China–Pakistan Economic Corridor. The research focus is on how farmers’ green values (FGVs) and energy use reduction (EUR) affect the adoption of green production technology (AGPT), mediating through green production willingness (GPW), with environmental regulation and eco-innovation as moderators. The study conducts an analysis based on the use of structural equation modelling (SEM) and random forest regressor (RFR), wherein the drivers of sustainable agricultural practice are discussed. For this primary quantitative study, data were gathered via the survey method from 366 rural farmers, and SEM was performed to test hypotheses. SmartPLS software was used for this purpose. The results obtained show that both FGV and EUR have significant impacts on AGPT. However, ER insignificantly influences GPW. The mediation of GPW was significant in the association between FGV and AGPT (p < 0.05). However, it was insignificant in the relationship between EUR and AGPT (p > 0.05). The sequential mediation of GPW and AGPT was also found to be insignificant (p > 0.05), whereas AGPT has a significant impact on green supply chain performance (GSP). The moderation of environmental regulation was also insignificant (p > 0.05), while the moderation of eco-innovation was significant (p < 0.05). The RFR model also supported the impact of FGV and EUR on GSP. This insight indicates the critical role of environmental regulations, technological advancements, and the enhancement of supply chain performance through AGPT. This study fills an important literature gap regarding cross-national cooperation for sustainable agriculture in developing countries by integrating behavioural, regulatory, and technological perspectives.

Original languageEnglish
Article number29
JournalAgricultural and Food Economics
Volume13
Issue number1
DOIs
StatePublished - Dec 2025
Externally publishedYes

Bibliographical note

Publisher Copyright:
© The Author(s) 2025.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 2 - Zero Hunger
    SDG 2 Zero Hunger
  2. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy
  3. SDG 8 - Decent Work and Economic Growth
    SDG 8 Decent Work and Economic Growth
  4. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure
  5. SDG 12 - Responsible Consumption and Production
    SDG 12 Responsible Consumption and Production
  6. SDG 15 - Life on Land
    SDG 15 Life on Land
  7. SDG 17 - Partnerships for the Goals
    SDG 17 Partnerships for the Goals

Keywords

  • Energy use reduction
  • Farmer green values
  • Green technology
  • Machine learning
  • Random forest regress
  • Supply chain

ASJC Scopus subject areas

  • Food Science
  • Agricultural and Biological Sciences (miscellaneous)
  • Economics and Econometrics

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