IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v20y2023i2p951-d1025448.html
   My bibliography  Save this article

Acceptance Intention and Behavioral Response to Soil-Testing Formula Fertilization Technology: An Empirical Study of Agricultural Land in Shaanxi Province

Author

Listed:
  • Hao Dong

    (Institute of Land Engineering and Technology, Shaanxi Provincial Land Engineering Construction Group Co., Ltd., Xi’an 710075, China
    School of Management, Xi’an Jiaotong University, Xi’an 710049, China)

  • Yang Zhang

    (Institute of Land Engineering and Technology, Shaanxi Provincial Land Engineering Construction Group Co., Ltd., Xi’an 710075, China)

  • Tianqing Chen

    (Institute of Land Engineering and Technology, Shaanxi Provincial Land Engineering Construction Group Co., Ltd., Xi’an 710075, China)

  • Juan Li

    (Institute of Land Engineering and Technology, Shaanxi Provincial Land Engineering Construction Group Co., Ltd., Xi’an 710075, China)

Abstract

Soil-testing formula fertilization technology is a powerful tool for preserving arable land and ensuring food security. The purpose of this study was to investigate farmers’ acceptance intentions and behavioral responses to soil-testing formula fertilization technology. Based on the theory of planned behavior, this paper adopts the partial least squares structural equation modeling (PLS-SEM) method, with 295 farmers in the high-standard farmland project area of Shaanxi Province as samples. The research results show that attitude (ATT), subjective norms (SN), and perceived behavioral control (PBC) all had a significant positive influence on farmers’ behavioral intentions. The order of impact effects from large to small is ATT > SN > PBC. The ecological rationality of farmers, communication and demonstration between neighbors, and effective technical training, as well as consulting and guidance services, can better enhance farmers’ intentions to apply soil-testing formula fertilization technology. This study could help to provide references for policymaking to improve the adoption of soil-testing formula fertilization technology.

Suggested Citation

  • Hao Dong & Yang Zhang & Tianqing Chen & Juan Li, 2023. "Acceptance Intention and Behavioral Response to Soil-Testing Formula Fertilization Technology: An Empirical Study of Agricultural Land in Shaanxi Province," IJERPH, MDPI, vol. 20(2), pages 1-13, January.
  • Handle: RePEc:gam:jijerp:v:20:y:2023:i:2:p:951-:d:1025448
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/20/2/951/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/20/2/951/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Haixia Wu & Hantao Hao & Hongzhen Lei & Yan Ge & Hengtong Shi & Yan Song, 2021. "Farm Size, Risk Aversion and Overuse of Fertilizer: The Heterogeneity of Large-Scale and Small-Scale Wheat Farmers in Northern China," Land, MDPI, vol. 10(2), pages 1-15, January.
    2. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    3. Xuxi Wang & Jing Tan, 2022. "The Perception and Attitude of Farmers toward Domestic Waste Classifications: A Case Study on Wusheng County, Sichuan Province, China," IJERPH, MDPI, vol. 19(20), pages 1-14, October.
    4. Jianying Wang & Yumei Xu & Lilin Zou & Ying Wang, 2021. "Does Culture Affect Farmer Willingness to Transfer Rural Land? Evidence from Southern Fujian, China," Land, MDPI, vol. 10(6), pages 1-19, June.
    5. Zhiyuan Zhu & Jiajia Duan & Ruolan Li & Yongzhong Feng, 2022. "Spatial Evolution, Driving Mechanism, and Patch Prediction of Grain-Producing Cultivated Land in China," Agriculture, MDPI, vol. 12(6), pages 1-12, June.
    6. Kun Wang & Xiaoyuan Feng & Hongbo Li & Yilong Ren, 2022. "Exploring Influential Factors Affecting the Severity of Urban Expressway Collisions: A Study Based on Collision Data," IJERPH, MDPI, vol. 19(14), pages 1-11, July.
    7. Hongyu Wang & Xiaolei Wang & Apurbo Sarkar & Fuhong Zhang, 2021. "How Capital Endowment and Ecological Cognition Affect Environment-Friendly Technology Adoption: A Case of Apple Farmers of Shandong Province, China," IJERPH, MDPI, vol. 18(14), pages 1-16, July.
    8. Dash, Ganesh & Paul, Justin, 2021. "CB-SEM vs PLS-SEM methods for research in social sciences and technology forecasting," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    9. Xiukang Wang, 2022. "Managing Land Carrying Capacity: Key to Achieving Sustainable Production Systems for Food Security," Land, MDPI, vol. 11(4), pages 1-21, March.
    10. Dan Qiao & Shuting Xu & Tao Xu & Qinchuan Hao & Zhen Zhong, 2022. "Gap between Willingness and Behaviors: Understanding the Consistency of Farmers’ Green Production in Hainan, China," IJERPH, MDPI, vol. 19(18), pages 1-18, September.
    11. Barnes, A.P. & Soto, I. & Eory, V. & Beck, B. & Balafoutis, A. & Sánchez, B. & Vangeyte, J. & Fountas, S. & van der Wal, T. & Gómez-Barbero, M., 2019. "Exploring the adoption of precision agricultural technologies: A cross regional study of EU farmers," Land Use Policy, Elsevier, vol. 80(C), pages 163-174.
    12. Yi-Man Teng & Kun-Shan Wu, 2019. "Sustainability Development in Hospitality: The Effect of Perceived Value on Customers’ Green Restaurant Behavioral Intention," Sustainability, MDPI, vol. 11(7), pages 1-13, April.
    13. Necmi K. Avkiran & Christian M. Ringle (ed.), 2018. "Partial Least Squares Structural Equation Modeling," International Series in Operations Research and Management Science, Springer, number 978-3-319-71691-6, April.
    14. Arshad Jamal & Waleed Umer, 2020. "Exploring the Injury Severity Risk Factors in Fatal Crashes with Neural Network," IJERPH, MDPI, vol. 17(20), pages 1-22, October.
    15. Manika, Danae & Antonetti, Paolo & Papagiannidis, Savvas & Guo, Xiaojing, 2021. "How Pride Triggered by Pro-environmental Technology Adoption Spills Over into Conservation Behaviours: A Social Business Application," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    16. Qianru Chen, 2022. "Analyzing Farmers’ Cultivated-Land-Abandonment Behavior: Integrating the Theory of Planned Behavior and a Structural Equation Model," Land, MDPI, vol. 11(10), pages 1-17, October.
    17. Wu, Haixia & Li, Jianping & Ge, Yan, 2022. "Ambiguity preference, social learning and adoption of soil testing and formula fertilization technology," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Baozhi Li & Bin Guo & Qibiao Zhu & Ni Zhuo, 2023. "Impact of Technical Training and Personalized Information Support on Farmers’ Fertilization Behavior: Evidence from China," Sustainability, MDPI, vol. 15(11), pages 1-11, June.
    2. Hao Dong & Yang Zhang & Tianqing Chen, 2023. "A Study on Farmers’ Participation in Environmental Protection in the Context of Rural Revitalization: The Moderating Role of Policy Environment," IJERPH, MDPI, vol. 20(3), pages 1-13, January.
    3. Zhiyun Zhou & Haoling Liao & Hua Li, 2023. "The Symbiotic Mechanism of the Influence of Productive and Transactional Agricultural Social Services on the Use of Soil Testing and Formula Fertilization Technology by Tea Farmers," Agriculture, MDPI, vol. 13(9), pages 1-26, August.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hao Dong & Yang Zhang & Tianqing Chen, 2023. "A Study on Farmers’ Participation in Environmental Protection in the Context of Rural Revitalization: The Moderating Role of Policy Environment," IJERPH, MDPI, vol. 20(3), pages 1-13, January.
    2. Nketiah, Emmanuel & Song, Huaming & Cai, Xiang & Adjei, Mavis & Adu-Gyamfi, Gibbson & Obuobi, Bright, 2022. "Citizens’ intention to invest in municipal solid waste to energy projects in Ghana: The impact of direct and indirect effects," Energy, Elsevier, vol. 254(PC).
    3. Arun T. M. & Puneet Kaur & Alberto Ferraris & Amandeep Dhir, 2021. "What motivates the adoption of green restaurant products and services? A systematic review and future research agenda," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 2224-2240, May.
    4. Pan Gong & Ningshuang Zeng & Kunhui Ye & Markus König, 2019. "An Empirical Study on the Acceptance of 4D BIM in EPC Projects in China," Sustainability, MDPI, vol. 11(5), pages 1-19, March.
    5. Alfiero, Simona & Battisti, Enrico & Ηadjielias, Elias, 2022. "Black box technology, usage-based insurance, and prediction of purchase behavior: Evidence from the auto insurance sector," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    6. Abdullah J. Sultan, 2022. "Aligning employees’ work engagement and behavioral performance with internal branding: the missing link of employees’ perceived brand authenticity," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 27(1), pages 52-64, March.
    7. Xuezhen Xu & Fang Wang & Tao Xu & Sufyan Ullah Khan, 2023. "How Does Capital Endowment Impact Farmers’ Green Production Behavior? Perspectives on Ecological Cognition and Environmental Regulation," Land, MDPI, vol. 12(8), pages 1-27, August.
    8. Ali B. Mahmoud & Dieu Hack-Polay & Nicholas Grigoriou & Iris Mohr & Leonora Fuxman, 2021. "A generational investigation and sentiment and emotion analyses of female fashion brand users on Instagram in Sub-Saharan Africa," Journal of Brand Management, Palgrave Macmillan, vol. 28(5), pages 526-544, September.
    9. Shang, Linmei & Heckelei, Thomas & Gerullis, Maria K. & Börner, Jan & Rasch, Sebastian, 2021. "Adoption and diffusion of digital farming technologies - integrating farm-level evidence and system interaction," Agricultural Systems, Elsevier, vol. 190(C).
    10. Gustavo Hermínio Salati Marcondes de Moraes & Edson Sadao Iizuka & Matheus Pedro, 2018. "Effects of Entrepreneurial Characteristics and University Environment on Entrepreneurial Intention," RAC - Revista de Administração Contemporânea (Journal of Contemporary Administration), ANPAD - Associação Nacional de Pós-Graduação e Pesquisa em Administração, vol. 22(2), pages 226-248.
    11. José Alberto Martínez-González & Carmen D. Álvarez-Albelo, 2021. "Influence of Site Personalization and First Impression on Young Consumers’ Loyalty to Tourism Websites," Sustainability, MDPI, vol. 13(3), pages 1-17, January.
    12. José Alberto Martínez-González & Eduardo Parra-López & Almudena Barrientos-Báez, 2021. "Young Consumers’ Intention to Participate in the Sharing Economy: An Integrated Model," Sustainability, MDPI, vol. 13(1), pages 1-21, January.
    13. Jabeen, Gul & Ahmad, Munir & Zhang, Qingyu, 2021. "Perceived critical factors affecting consumers’ intention to purchase renewable generation technologies: Rural-urban heterogeneity," Energy, Elsevier, vol. 218(C).
    14. Aleciane da Silva Moreira Ferreira & Elisabeth Loiola & Sônia Maria Guedes Gondim & Cícero Roberto Pereira, 2022. "Effects of Entrepreneurial Competence and Planning Guidance on the Relation Between University Students’ Attitude and Entrepreneurial Intention," Journal of Entrepreneurship and Innovation in Emerging Economies, Entrepreneurship Development Institute of India, vol. 31(1), pages 7-29, March.
    15. Ma. Janice J. Gumasing & Renée Hannah A. Niro, 2023. "Antecedents of Real Estate Investment Intention among Filipino Millennials and Gen Z: An Extended Theory of Planned Behavior," Sustainability, MDPI, vol. 15(18), pages 1-35, September.
    16. Han-Shen Chen & Chia-Hsing Liang & Shu-Yi Liao & Hung-Yu Kuo, 2020. "Consumer Attitudes and Purchase Intentions toward Food Delivery Platform Services," Sustainability, MDPI, vol. 12(23), pages 1-18, December.
    17. Elsy Lediana & Tomy Perdana & Yosini Deliana & Tuhpawana P. Sendjaja, 2023. "Sustainable Entrepreneurial Intention of Youth for Agriculture Start-Up: An Integrated Model," Sustainability, MDPI, vol. 15(3), pages 1-19, January.
    18. Sumera Syed & Fauziah Sh. Ahmad & Syed Rashid Hussain Shah, 2022. "The Influence of Attitude on Consumers’ Autonomy to make Halal Food Purchase Intention: An Overview of Self-determination in a Collectivist Culture," International Business Research, Canadian Center of Science and Education, vol. 15(3), pages 1-75, March.
    19. Munir Ahmad & Nadeem Akhtar & Gul Jabeen & Muhammad Irfan & Muhammad Khalid Anser & Haitao Wu & Cem Işık, 2021. "Intention-Based Critical Factors Affecting Willingness to Adopt Novel Coronavirus Prevention in Pakistan: Implications for Future Pandemics," IJERPH, MDPI, vol. 18(11), pages 1-28, June.
    20. Baozhi Li & Bin Guo & Qibiao Zhu & Ni Zhuo, 2023. "Impact of Technical Training and Personalized Information Support on Farmers’ Fertilization Behavior: Evidence from China," Sustainability, MDPI, vol. 15(11), pages 1-11, June.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:20:y:2023:i:2:p:951-:d:1025448. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.