IDEAS home Printed from https://ideas.repec.org/a/gam/jagris/v14y2024i7p973-d1419975.html
   My bibliography  Save this article

Study on the Effect of Digital Technology Adoption and Farmers’ Cognition on Fertilizer Reduction and Efficiency Improvement Behavior

Author

Listed:
  • Xinhui Peng

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

  • Xiaohuan Yan

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China
    Western Rural Development Research Center, Yangling 712100, China)

  • Hongmei Wang

    (College of Economics and Management, Northwest A&F University, Yangling 712100, China)

Abstract

Based on the field survey data for 1216 apple growers in three provinces from China’s Loess Plateau Region, this paper adopted Multivariate Probit (MVP) model and intermediary effect model to analyze the influence mechanisms of digital technology adoption (DTA) on farmers’ choices of Fertilizer-reduction and Efficiency-improving Technologies (FETs) from the perspective of farmers’ cognition (FC). The correlation effects of three typical FETs of soil testing and formula fertilization, integrated water-fertilizer fertilization and slow/controlled release fertilizer, were tested empirically. The results showed that DTA could significantly affect the adoption of FETs by apple growers, and FC played a partial mediating role, and there were complementary effects among the three typical FETs. The results were further confirmed by the propensity score matching (PSM) robustness test and the instrumental variable (IV) endogeneity test conducted in the conditional mixed-process (CMP). The results of our heterogeneity analysis showed that the promotion effect of DTA on FETs in the group with junior high school education or below was more significant than that in the group with higher education, and the promotion effect was more significant in the group with large operation scale. Therefore, the improvement in Internet penetration should not be taken as the ultimate goal, but more attention should be paid to farmers’ mastery and effective use of DTA, promote the improvement in farmers’ cognitive level, and implement the “bundled” publicity and guidance strategy of FETs adoption, so as to help in the green transformation of agriculture.

Suggested Citation

  • Xinhui Peng & Xiaohuan Yan & Hongmei Wang, 2024. "Study on the Effect of Digital Technology Adoption and Farmers’ Cognition on Fertilizer Reduction and Efficiency Improvement Behavior," Agriculture, MDPI, vol. 14(7), pages 1-16, June.
  • Handle: RePEc:gam:jagris:v:14:y:2024:i:7:p:973-:d:1419975
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2077-0472/14/7/973/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2077-0472/14/7/973/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Birkhaeuser, Dean & Evenson, Robert E & Feder, Gershon, 1991. "The Economic Impact of Agricultural Extension: A Review," Economic Development and Cultural Change, University of Chicago Press, vol. 39(3), pages 607-650, April.
    2. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    3. Yuying Liu & Kaiyao Shi & Ziqi Liu & Ling Qiu & Yan Wang & Hao Liu & Xinhong Fu, 2022. "The Effect of Technical Training Provided by Agricultural Cooperatives on Farmers’ Adoption of Organic Fertilizers in China: Based on the Mediation Role of Ability and Perception," IJERPH, MDPI, vol. 19(21), pages 1-20, November.
    4. Nigel Poole & Chona Echavez & Dominic Rowland, 2018. "Are agriculture and nutrition policies and practice coherent? Stakeholder evidence from Afghanistan," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 10(6), pages 1577-1601, December.
    5. Xi, Xuan & Zhang, Yulin, 2021. "Complexity analysis of production, fertilizer-saving level, and emission reduction efforts decisions in a two-parallel agricultural product supply chain," Chaos, Solitons & Fractals, Elsevier, vol. 152(C).
    6. Liang Chi & Shuqing Han & Meili Huan & Yajuan Li & Jifang Liu, 2022. "Land Fragmentation, Technology Adoption and Chemical Fertilizer Application: Evidence from China," IJERPH, MDPI, vol. 19(13), pages 1-17, July.
    7. Junqian Wu & Xin Wen & Xiulin Qi & Shile Fang & Chenxi Xu, 2021. "More Land, Less Pollution? How Land Transfer Affects Fertilizer Application," IJERPH, MDPI, vol. 18(21), pages 1-13, October.
    8. Khataza, Robertson R.B. & Doole, Graeme J. & Kragt, Marit E. & Hailu, Atakelty, 2018. "Information acquisition, learning and the adoption of conservation agriculture in Malawi: A discrete-time duration analysis," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 299-307.
    9. Nawab Khan & Ram L. Ray & Hazem S. Kassem & Muhammad Ihtisham & Abdullah & Simplice A. Asongu & Stephen Ansah & Shemei Zhang, 2021. "Toward Cleaner Production: Can Mobile Phone Technology Help Reduce Inorganic Fertilizer Application? Evidence Using a National Level Dataset," Land, MDPI, vol. 10(10), pages 1-19, September.
    10. Yaqin Ren & Hui Feng & Tianzhi Gao, 2023. "Risk Cognition, Social Learning, and Farmers’ Adoption of Conservation Agriculture Technology," Agriculture, MDPI, vol. 13(8), pages 1-15, August.
    11. David Roodman, 2011. "Fitting fully observed recursive mixed-process models with cmp," Stata Journal, StataCorp LP, vol. 11(2), pages 159-206, June.
    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. Giuseppe Timpanaro & Vera Teresa Foti & Giulio Cascone & Manuela Trovato & Alessandro Grasso & Gabriella Vindigni, 2024. "Living Lab for the Diffusion of Enabling Technologies in Agriculture: The Case of Sicily in the Mediterranean Context," Agriculture, MDPI, vol. 14(12), pages 1-22, December.

    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. Gavoille, Nicolas & Hazans, Mihails, 2022. "Personality Traits, Remote Work and Productivity," IZA Discussion Papers 15486, Institute of Labor Economics (IZA).
    2. Hao Li & Huina Liu & Wei-Yew Chang & Chun Wang, 2023. "Factors Affecting Farmers’ Environment-Friendly Fertilization Behavior in China: Synthesizing the Evidence Using Meta-Analysis," Agriculture, MDPI, vol. 13(1), pages 1-16, January.
    3. Linwei Wang & Yixin Hu & Rong Kong, 2023. "The Impact of Bancassurance Interaction on the Adoption Behavior of Green Production Technology in Family Farms: Evidence from China," Land, MDPI, vol. 12(5), pages 1-26, April.
    4. Junxia Zeng & Dengwang Li & Cuiping Ma & Bin Wang & Liangliang Gao, 2022. "The Impact of Different Uses of the Internet on Farmers′ Adoption of Soil Testing and Formulated Fertilization Technology in Rural China," IJERPH, MDPI, vol. 20(1), pages 1-14, December.
    5. Teimuraz Gogokhia & George Berulava, 2021. "Business environment reforms, innovation and firm productivity in transition economies," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(2), pages 221-245, June.
    6. Lea Cassar & Mira Fischer & Vanessa Valero, 2022. "Keep Calm and Carry On: Immediate-vs. Six-Month Effects of Mindfulness Training on Academic Performance," CESifo Working Paper Series 10099, CESifo.
    7. Hendrik Jürges & Luca Stella & Sameh Hallaq & Alexandra Schwarz, 2022. "Cohort at risk: long-term consequences of conflict for child school achievement," Journal of Population Economics, Springer;European Society for Population Economics, vol. 35(1), pages 1-43, January.
    8. Hajime Seya & Junyi Zhang & Makoto Chikaraishi & Ying Jiang, 2020. "Decisions on truck parking place and time on expressways: an analysis using digital tachograph data," Transportation, Springer, vol. 47(2), pages 555-583, April.
    9. Lechner, Michael & Sari, Nazmi, 2015. "Labor market effects of sports and exercise: Evidence from Canadian panel data," Labour Economics, Elsevier, vol. 35(C), pages 1-15.
    10. Estrellado, Emmanuel & Charoensilp, Pimmada & Yamada, Shoko, 2023. "The effects of game-based soft skills training: A quasi-experiment with Ethiopian garment workers," International Journal of Educational Development, Elsevier, vol. 101(C).
    11. Nataliya Kusa, 2018. "Should intra-familial time transfers be compensated financially?," MAGKS Papers on Economics 201802, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    12. Catherine Sofer & Claire Thibout, 2019. "Women’s investment in career and the household division of labour," Applied Economics, Taylor & Francis Journals, vol. 51(60), pages 6535-6557, December.
    13. Jia Liu & Cuixia Li, 2023. "Dynamic Game Analysis on Cooperative Advertising Strategy in a Manufacturer-Led Supply Chain with Risk Aversion," Mathematics, MDPI, vol. 11(3), pages 1-24, January.
    14. Vaaramo, Mikko & Huikari, Sanna & Ala-Mursula, Leena & Miettunen, Jouko & Korhonen, Marko, 2024. "Temperament traits and economic preferences predict occupational choice beyond human capital variables," Labour Economics, Elsevier, vol. 90(C).
    15. LaFave, Daniel & Thomas, Duncan, 2017. "Extended families and child well-being," Journal of Development Economics, Elsevier, vol. 126(C), pages 52-65.
    16. David Roodman & James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2019. "Fast and wild: Bootstrap inference in Stata using boottest," Stata Journal, StataCorp LP, vol. 19(1), pages 4-60, March.
    17. Fulvia Pennoni & Beata Bal-Domańska, 2022. "NEETs and Youth Unemployment: A Longitudinal Comparison Across European Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 162(2), pages 739-761, July.
    18. Ellis, Jimmy R. & Gershenson, Seth, 2016. "LATE for the Meeting: Gender, Peer Advising, and College Success," IZA Discussion Papers 9956, Institute of Labor Economics (IZA).
    19. Maria Luisa Mancusi & Andrea Vezzulli & Serena Frazzoni & Zeno Rotondi & Maurizio Sobrero, 2018. "Export and Innovation in Small and Medium Enterprises: The Role of Concentrated Bank Borrowing," Economica, London School of Economics and Political Science, vol. 85(337), pages 177-204, January.
    20. Saul Estrin & Julia Korosteleva & Tomasz Mickiewicz, 2022. "Schumpeterian Entry: Innovation, Exporting, and Growth Aspirations of Entrepreneurs," Entrepreneurship Theory and Practice, , vol. 46(2), pages 269-296, March.

    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:jagris:v:14:y:2024:i:7:p:973-:d:1419975. 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.