IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v180y2022ics0040162522002505.html
   My bibliography  Save this article

Digital Agriculture and Urbanization: Mechanism and Empirical Research

Author

Listed:
  • Jiang, Song
  • Zhou, Jie
  • Qiu, Shuang

Abstract

Based on theoretical mechanism analysis and provincial panel data of China, this paper empirically examines the impact effect and mechanism of digital agriculture on urbanization from both overall and structural dimensions, and then identifies the weaknesses and restrictive reasons for digital agriculture in promoting urbanization development. The theoretical analysis shows that digital agriculture influences urbanization in four ways, namely the total factor productivity enhancement mechanism, the agricultural labor division acceleration mechanism, the marketization process mechanism, and the human capital mechanism. The empirical test suggests that digital agriculture has significantly promoted urbanization across the sample period, and the effect has shown certain stability, sustainability, and durability. According to the contribution decomposition of digital agriculture sub-indexes, the quality of agricultural operational entities contributes the most to urbanization, followed by digital agricultural infrastructure. However, contrary to expectations, digital agriculture industrialization as measured by “Taobao Village” has the least impact on urbanization. Further mechanism tests indicate that digital agriculture promotes urbanization through the agricultural labor division acceleration mechanism, which is consistent with the theoretical expectation, suggesting that it is the driving force for urbanization. However, the performances of digital agriculture in the human capital mechanism, total factor productivity enhancement mechanism, and marketization process mechanism are inconsistent with the theoretical expectations, which are the main reasons for restricting the role of digital agriculture in promoting urbanization.

Suggested Citation

  • Jiang, Song & Zhou, Jie & Qiu, Shuang, 2022. "Digital Agriculture and Urbanization: Mechanism and Empirical Research," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
  • Handle: RePEc:eee:tefoso:v:180:y:2022:i:c:s0040162522002505
    DOI: 10.1016/j.techfore.2022.121724
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162522002505
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2022.121724?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Muhammad Shahbaz & Giray Gozgor & Philip Kofi Adom & Shawkat Hammoudeh, 2019. "The technical decomposition of carbon emissions and the concerns about FDI and trade openness effects in the United States," International Economics, CEPII research center, issue 159, pages 56-73.
    2. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    3. Bertinelli, Luisito & Black, Duncan, 2004. "Urbanization and growth," Journal of Urban Economics, Elsevier, vol. 56(1), pages 80-96, July.
    4. Lajoie-O'Malley, Alana & Bronson, Kelly & van der Burg, Simone & Klerkx, Laurens, 2020. "The future(s) of digital agriculture and sustainable food systems: An analysis of high-level policy documents," Ecosystem Services, Elsevier, vol. 45(C).
    5. Xiao-Ying Wan, 2018. "An Empirical Analysis of the Relationship Between Urbanization and Fiscal Policy --- Taking Jiangxi Province of China As an Example," Journal of Mathematics Research, Canadian Center of Science and Education, vol. 10(2), pages 140-150, April.
    6. Chen, Jiandong & Xu, Chong & Song, Malin & Deng, Xiangzheng & Shen, Zhiyang, 2022. "Towards sustainable development: Distribution effect of carbon-food nexus in Chinese cities," Applied Energy, Elsevier, vol. 309(C).
    7. Zhang, Kevin Honglin & Song, Shunfeng, 2003. "Rural-urban migration and urbanization in China: Evidence from time-series and cross-section analyses," China Economic Review, Elsevier, vol. 14(4), pages 386-400.
    8. Michael Carolan, 2020. "Acting like an algorithm: digital farming platforms and the trajectories they (need not) lock-in," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 37(4), pages 1041-1053, December.
    9. Shahzad, Umer & Schneider, Nicolas & Ben Jebli, Mehdi, 2021. "How coal and geothermal energies interact with industrial development and carbon emissions? An autoregressive distributed lags approach to the Philippines," Resources Policy, Elsevier, vol. 74(C).
    10. Moomaw, Ronald L. & Shatter, Ali M., 1996. "Urbanization and Economic Development: A Bias toward Large Cities?," Journal of Urban Economics, Elsevier, vol. 40(1), pages 13-37, July.
    11. Gozgor, Giray & Tiwari, Aviral Kumar & Khraief, Naceur & Shahbaz, Muhammad, 2019. "Dependence structure between business cycles and CO2 emissions in the U.S.: Evidence from the time-varying Markov-Switching Copula models," Energy, Elsevier, vol. 188(C).
    12. Douglas Gollin & Remi Jedwab & Dietrich Vollrath, 2016. "Urbanization with and without industrialization," Journal of Economic Growth, Springer, vol. 21(1), pages 35-70, March.
    13. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    14. Park, Jungsoo, 2006. "Dispersion of human capital and economic growth," Journal of Macroeconomics, Elsevier, vol. 28(3), pages 520-539, September.
    15. Bruno Basso & John Antle, 2020. "Digital agriculture to design sustainable agricultural systems," Nature Sustainability, Nature, vol. 3(4), pages 254-256, April.
    16. Tang, Le & Sun, Shiyu, 2022. "Fiscal incentives, financial support for agriculture, and urban-rural inequality," International Review of Financial Analysis, Elsevier, vol. 80(C).
    17. Louisa Prause, 2021. "Digital Agriculture and Labor: A Few Challenges for Social Sustainability," Sustainability, MDPI, vol. 13(11), pages 1-14, May.
    18. Paramati, Sudharshan Reddy & Shahzad, Umer & Doğan, Buhari, 2022. "The role of environmental technology for energy demand and energy efficiency: Evidence from OECD countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
    19. von Braun, Joachim & Webb, Patrick J R, 1989. "The Impact of New Crop Technology on the Agricultural Division of Labor in a West African Setting," Economic Development and Cultural Change, University of Chicago Press, vol. 37(3), pages 513-534, April.
    20. Shahzad, Umer & Ferraz, Diogo & Nguyen, Huu-Huan & Cui, Lianbiao, 2022. "Investigating the spill overs and connectedness between financial globalization, high-tech industries and environmental footprints: Fresh evidence in context of China," Technological Forecasting and Social Change, Elsevier, vol. 174(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. Zhao, Xue & Xie, Chengyuan & Huang, Lu & Wang, Yaru & Han, Tongyun, 2023. "How digitalization promotes the sustainable integration of culture and tourism for economic recovery," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 988-1000.
    2. da Silveira, Franco & da Silva, Sabrina Letícia Couto & Machado, Filipe Molinar & Barbedo, Jayme Garcia Arnal & Amaral, Fernando Gonçalves, 2023. "Farmers' perception of the barriers that hinder the implementation of agriculture 4.0," Agricultural Systems, Elsevier, vol. 208(C).
    3. Li, Xunhuan & Wang, Yongsheng & Wang, Zhaosheng, 2024. "Quantifying the industrial development modes and their capability of realizing the ecological value in rural China," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    4. Qi Jiang & Yihan Li & Hongyun Si, 2022. "Digital Economy Development and the Urban–Rural Income Gap: Intensifying or Reducing," Land, MDPI, vol. 11(11), pages 1-23, November.
    5. Pan, Yuxi & Zhang, Siqian & Zhang, Mengyue, 2024. "The impact of entrepreneurship of farmers on agriculture and rural economic growth: Innovation-driven perspective," Innovation and Green Development, Elsevier, vol. 3(1).
    6. Fu, Guomin & Zhu, Sijia, 2023. "Innovation, financial risk and natural resources for sustainable development: Fresh evidence from BRICS economies," Resources Policy, Elsevier, vol. 80(C).
    7. Ning Xu & Desen Zhao & Wenjie Zhang & Ming Liu & He Zhang, 2022. "Does Digital Transformation Promote Agricultural Carbon Productivity in China?," Land, MDPI, vol. 11(11), pages 1-19, November.
    8. Lee, Chien-Chiang & Yan, Jingyang & Wang, Fuhao, 2024. "Impact of population aging on food security in the context of artificial intelligence: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    9. Yiru Wang & Honggang Lu & Yuge Chen & Peiwen Yang & Xiangbo Cheng & Fangting Xie, 2023. "The Impact of Farmland Management Rights Mortgage Loan on the Agri-Food Industrial Agglomeration: Case of Hubei Province," Land, MDPI, vol. 12(7), pages 1-17, July.

    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. Fotio, Herve Kaffo & Nchofoung, Tii N. & Asongu, Simplice A., 2022. "Financing renewable energy generation in SSA: Does financial integration matter?," Renewable Energy, Elsevier, vol. 201(P2), pages 47-59.
    2. Shahzad, Umer & Madaleno, Mara & Dagar, Vishal & Ghosh, Sudeshna & Doğan, Buhari, 2022. "Exploring the role of export product quality and economic complexity for economic progress of developed economies: Does institutional quality matter?," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 40-51.
    3. Wang, Erhong & Gozgor, Giray & Mahalik, Mantu Kumar & Patel, Gupteswar & Hu, Guoheng, 2022. "Effects of institutional quality and political risk on the renewable energy consumption in the OECD countries," Resources Policy, Elsevier, vol. 79(C).
    4. Liu, Qiang & Zhao, Zhongwei & Liu, Yiran & He, Yao, 2022. "Natural resources commodity prices volatility, economic performance and environment: Evaluating the role of oil rents," Resources Policy, Elsevier, vol. 76(C).
    5. Sarah Hackfort, 2021. "Patterns of Inequalities in Digital Agriculture: A Systematic Literature Review," Sustainability, MDPI, vol. 13(22), pages 1-18, November.
    6. Tie-Ying Liu & Chi-Wei Su & Xu-Zhao Jiang, 2016. "Is China’S Urbanization Convergent?," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 61(05), pages 1-18, December.
    7. Liu, Wenwen & Chen, Xue, 2022. "Natural resources commodity prices volatility and economic uncertainty: Evaluating the role of oil and gas rents in COVID-19," Resources Policy, Elsevier, vol. 76(C).
    8. Nakhli, Mohamed Sahbi & Shahbaz, Muhammad & Ben Jebli, Mehdi & Wang, Shizhen, 2022. "Nexus between economic policy uncertainty, renewable & non-renewable energy and carbon emissions: Contextual evidence in carbon neutrality dream of USA," Renewable Energy, Elsevier, vol. 185(C), pages 75-85.
    9. Deng, Ming, 2022. "China economic performance and natural resources commodity prices volatility: Evidence from China in COVID-19," Resources Policy, Elsevier, vol. 75(C).
    10. Thomas Baudin & Robert Stelter, 2022. "The rural exodus and the rise of Europe," Journal of Economic Growth, Springer, vol. 27(3), pages 365-414, September.
    11. Ibrahim Mohamed Ali Ali & Imed Attiaoui & Rabeh Khalfaoui & Aviral Kumar Tiwari, 2022. "The Effect of Urbanization and Industrialization on Income Inequality: An Analysis Based on the Method of Moments Quantile Regression," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 161(1), pages 29-50, May.
    12. Cuicui Ding & Khatib Ahmad Khan & Hauwah K. K. AbdulKareem & Siddharth Kumar & Leon Moise Minani & Shujaat Abbas, 2024. "Towards a healthier future for the achievement of SDGs: unveiling the effects of agricultural financing, energy poverty, human capital, and corruption on malnutrition," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    13. Z. Yu & S.A.R. Khan & P. Ponce & Ana Beatriz Lopes de Sousa Jabbour & C.J. Chiappetta Jabbour, 2022. "Factors Affecting Carbon Emissions in Emerging Economies in the Context of a Green Recovery: Implications for Sustainable Development Goals," Post-Print hal-04276072, HAL.
    14. Zheng, Li & Yuan, Ling & Khan, Zeeshan & Badeeb, Ramez Abubakr & Zhang, Leilei, 2023. "How G-7 countries are paving the way for net-zero emissions through energy efficient ecosystem?," Energy Economics, Elsevier, vol. 117(C).
    15. Guan, Zepeng & Hossain, Mohammad Razib & Sheikh, Muhammad Ramzan & Khan, Zeeshan & Gu, Xiao, 2023. "Unveiling the interconnectedness between energy-related GHGs and pro-environmental energy technology: Lessons from G-7 economies with MMQR approach," Energy, Elsevier, vol. 281(C).
    16. Sanghamitra Bandyopadhyay & Elliott Green, 2018. "Urbanization and mortality decline," Journal of Regional Science, Wiley Blackwell, vol. 58(2), pages 483-503, March.
    17. Andrés Rodríguez-Pose & Vassilis Tselios, 2010. "Inequalities in income and education and regional economic growth in western Europe," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 44(2), pages 349-375, April.
    18. Metta, Matteo & Ciliberti, Stefano & Obi, Chinedu & Bartolini, Fabio & Klerkx, Laurens & Brunori, Gianluca, 2022. "An integrated socio-cyber-physical system framework to assess responsible digitalisation in agriculture: A first application with Living Labs in Europe," Agricultural Systems, Elsevier, vol. 203(C).
    19. Sakketa, Tekalign Gutu, 2022. "Urbanisation and rural development in developing countries: A review of pathways and impacts," IDOS Discussion Papers 5/2022, German Institute of Development and Sustainability (IDOS).
    20. Fabrício J. Missio & Frederico G. Jayme Jr. & Gustavo Britto & José Luis Oreiro, 2015. "Real Exchange Rate and Economic Growth: New Empirical Evidence," Metroeconomica, Wiley Blackwell, vol. 66(4), pages 686-714, November.

    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:eee:tefoso:v:180:y:2022:i:c:s0040162522002505. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    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.