IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v76y2026icp80-93.html

Assessing structural changes in factor contributions to green productivity growth in China's grain sector

Author

Listed:
  • Wang, Ruixue
  • Chen, Jiancheng
  • Han, Ze
  • An, Chao
  • Bai, Wanting
  • Deng, Xiangzheng

Abstract

This paper extends the analytical framework for measuring total factor productivity (TFP) in grain production by incorporating the environmental constraints related to pollution emissions. Employing a growth accounting approach, we decompose environmentally adjusted grain output growth into the contributions of labor, productive capital, and natural resource capital. This comprehensive indicator system provides a more nuanced understanding of the drivers of grain output growth while evaluating its long-term sustainability. Using panel data from 31 Chinese provinces from 2000 to 2021, the analysis integrates pollution emissions associated with grain production. The findings reveal a gradual decline in the dependence on agricultural chemicals, indicating a structural shift from traditional factor inputs toward green total factor productivity (GTFP) as the main engine of growth. Industry structural, human capital, and income level are shown to influence to the GTFP growth, suggesting that social and institutional factors play a key role in shaping GTFP trajectories. Significant regional heterogeneity is observed in both the contributions of production factors and their decomposition characteristics. In eastern regions such as Beijing, Tianjin, and Shanghai, the annual average growth in grain output is primarily driven by GTFP improvements. Labor input contributes significantly to more developed regions including Beijing, Shanghai, Zhejiang, Fujian, and Chongqing. Conversely, productive capital input plays a greater role in the central, western, and northeastern regions, with natural resource capital makes relatively higher contributions in the northeastern provinces.

Suggested Citation

  • Wang, Ruixue & Chen, Jiancheng & Han, Ze & An, Chao & Bai, Wanting & Deng, Xiangzheng, 2026. "Assessing structural changes in factor contributions to green productivity growth in China's grain sector," Structural Change and Economic Dynamics, Elsevier, vol. 76(C), pages 80-93.
  • Handle: RePEc:eee:streco:v:76:y:2026:i:c:p:80-93
    DOI: 10.1016/j.strueco.2025.11.008
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X25001900
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2025.11.008?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Fan, Shenggen & Rosegrant, Mark W., 2008. "Investing in agriculture to overcome the world food crisis and reduce poverty and hunger," Policy briefs 3, International Food Policy Research Institute (IFPRI).
    2. Robin Koepke, 2019. "What Drives Capital Flows To Emerging Markets? A Survey Of The Empirical Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 33(2), pages 516-540, April.
    3. Yongming Huang & Lian Xue & Zeeshan Khan, 2021. "What abates carbon emissions in China: Examining the impact of renewable energy and green investment," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(5), pages 823-834, September.
    4. Kevin J. Fox & Nicola Brandt & Paul Schreyer & Vera Zipperer, 2017. "Productivity Measurement with Natural Capital," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 7-21, February.
    5. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(3), pages 249-283.
    6. Paul D. Bush, 1987. "The Theory of Institutional Change," Journal of Economic Issues, Taylor & Francis Journals, vol. 21(3), pages 1075-1116, September.
    7. Belmonte-Ureña, Luis Jesús & Plaza-Úbeda, José Antonio & Vazquez-Brust, Diego & Yakovleva, Natalia, 2021. "Circular economy, degrowth and green growth as pathways for research on sustainable development goals: A global analysis and future agenda," Ecological Economics, Elsevier, vol. 185(C).
    8. Fan, Shenggen & Rosegrant, Mark W., 2008. "Investing in agriculture to overcome the world food crisis and reduce poverty and hunger," Policy Briefs 47661, CGIAR, International Food Policy Research Institute (IFPRI).
    9. Amy M. G. Kandilov & Ivan T. Kandilov, 2020. "The minimum wage and seasonal employment: Evidence from the US agricultural sector," Journal of Regional Science, Wiley Blackwell, vol. 60(4), pages 612-627, September.
    10. Dr Kevin Z. Chen, Dr Shenggen Fan and Dr Suresh Chandra Babu & Madhur Gautam & Bingxin Yu, 2015. "Agricultural productivity growth and drivers: a comparative study of China and India," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 7(4), pages 573-600, November.
    11. Song, Malin & Zheng, Huanyu & Shen, Zhiyang & Chen, Boyang, 2023. "How financial technology affects energy transformation in China," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    12. Fredrick Ikpesu & Abraham Emmanuel Okpe, 2019. "Capital inflows, exchange rate and agricultural output in Nigeria," Future Business Journal, Springer, vol. 5(1), pages 1-8, December.
    13. Trevor Tombe & Xiaodong Zhu, 2019. "Trade, Migration, and Productivity: A Quantitative Analysis of China," American Economic Review, American Economic Association, vol. 109(5), pages 1843-1872, May.
    14. L. F. Schulte-Uebbing & A. H. W. Beusen & A. F. Bouwman & W. de Vries, 2022. "From planetary to regional boundaries for agricultural nitrogen pollution," Nature, Nature, vol. 610(7932), pages 507-512, October.
    15. Thijs ten Raa & Pierre Mohnen, 2009. "Neoclassical Growth Accounting and Frontier Analysis: A Synthesis," World Scientific Book Chapters, in: Input–Output Economics: Theory And Applications Featuring Asian Economies, chapter 19, pages 347-370, World Scientific Publishing Co. Pte. Ltd..
    16. Luis Jesús Belmonte-Ureña & José Antonio Plaza-Úbeda & Diego Vazquez-Brust & Natalia Yakovleva, 2021. "Circular economy, degrowth and green growth as pathways for research on sustainable development goals: A global analysis and future agenda," Post-Print hal-04702943, HAL.
    17. Wang, Ruixue & Deng, Xiangzheng & Gao, Yunxiao & Chen, Jiancheng, 2025. "Does regional economic development drive sustainable grain production growth in China? Evidence from spatiotemporal perspective on low-carbon total factor productivity," Socio-Economic Planning Sciences, Elsevier, vol. 98(C).
    18. Nathan D. DeLay & Nathanael M. Thompson & James R. Mintert, 2022. "Precision agriculture technology adoption and technical efficiency," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(1), pages 195-219, February.
    19. Arnaud Costinot, 2009. "An Elementary Theory of Comparative Advantage," Econometrica, Econometric Society, vol. 77(4), pages 1165-1192, July.
    20. Wang, Yan & Shen, Neng, 2016. "Environmental regulation and environmental productivity: The case of China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 758-766.
    21. Jianli Luo & Minmin Huang & Yanhu Bai, 2024. "Promoting green development of agriculture based on low-carbon policies and green preferences: an evolutionary game analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(3), pages 6443-6470, March.
    22. Nicola Brandt & Paul Schreyer & Vera Zipperer, 2014. "Productivity Measurement with Natural Capital and Bad Outputs," OECD Economics Department Working Papers 1154, OECD Publishing.
    23. William N. Parker & Judith L. V. Klein, 1966. "Productivity Growth in Grain Production in the United States, 1840–60 and 1900–10," NBER Chapters, in: Output, Employment, and Productivity in the United States after 1800, pages 523-582, National Bureau of Economic Research, Inc.
    24. Cárdenas Rodríguez, Miguel & Haščič, Ivan & Souchier, Martin, 2018. "Environmentally Adjusted Multifactor Productivity: Methodology and Empirical Results for OECD and G20 Countries," Ecological Economics, Elsevier, vol. 153(C), pages 147-160.
    25. Wang, Zhaohua & Feng, Chao, 2015. "Sources of production inefficiency and productivity growth in China: A global data envelopment analysis," Energy Economics, Elsevier, vol. 49(C), pages 380-389.
    26. Su, Yi & Fan, Qi-ming, 2022. "Renewable energy technology innovation, industrial structure upgrading and green development from the perspective of China's provinces," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    27. Liu, Yansui & Zou, Lilin & Wang, Yongsheng, 2020. "Spatial-temporal characteristics and influencing factors of agricultural eco-efficiency in China in recent 40 years," Land Use Policy, Elsevier, vol. 97(C).
    28. Huimin Bi & Hao Xiao & Kejuan Sun, 2019. "The Impact of Carbon Market and Carbon Tax on Green Growth Pathway in China: A Dynamic CGE Model Approach," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(6), pages 1312-1325, May.
    29. Li, Ye & Chen, Yiyan, 2021. "Development of an SBM-ML model for the measurement of green total factor productivity: The case of pearl river delta urban agglomeration," Renewable and Sustainable Energy Reviews, Elsevier, vol. 145(C).
    30. Jingyi Wang & Xiucheng Dong & Hui Qiao & Kangyin Dong, 2020. "Impact assessment of agriculture, energy and water on CO2 emissions in China: untangling the differences between major and non-major grain-producing areas," Applied Economics, Taylor & Francis Journals, vol. 52(60), pages 6482-6497, December.
    31. Bastiaanssen, Wim G. M. & Molden, David J. & Makin, Ian W., 2000. "Remote sensing for irrigated agriculture: examples from research and possible applications," Agricultural Water Management, Elsevier, vol. 46(2), pages 137-155, December.
    32. Susan M. Capalbo & V. Eldon Ball & Michael G. S. Denny, 1990. "International Comparisons of Agricultural Productivity: Development and Usefulness," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(5), pages 1292-1297.
    33. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    34. Madhur Gautam & Bingxin Yu, 2015. "Agricultural productivity growth and drivers: a comparative study of China and India," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 7(4), pages 573-600, November.
    35. Ken E. Giller & Thomas Delaune & João Vasco Silva & Katrien Descheemaeker & Gerrie Ven & Antonius G.T. Schut & Mark Wijk & James Hammond & Zvi Hochman & Godfrey Taulya & Regis Chikowo & Sudha Narayana, 2021. "The future of farming: Who will produce our food?," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 13(5), pages 1073-1099, October.
    36. Kokonendji, Célestin C. & Puig, Pedro, 2018. "Fisher dispersion index for multivariate count distributions: A review and a new proposal," Journal of Multivariate Analysis, Elsevier, vol. 165(C), pages 180-193.
    37. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    38. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    39. Byung M. Jeon & Robin C. Sickles, 2004. "The role of environmental factors in growth accounting," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(5), pages 567-591.
    40. Erumban, Abdul Azeez & Das, Deb Kusum & Aggarwal, Suresh & Das, Pilu Chandra, 2019. "Structural change and economic growth in India," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 186-202.
    41. Adetutu, Morakinyo O. & Ajayi, Victor, 2020. "The impact of domestic and foreign R&D on agricultural productivity in sub-Saharan Africa," World Development, Elsevier, vol. 125(C).
    42. Dave S. Reay & Eric A. Davidson & Keith A. Smith & Pete Smith & Jerry M. Melillo & Frank Dentener & Paul J. Crutzen, 2012. "Global agriculture and nitrous oxide emissions," Nature Climate Change, Nature, vol. 2(6), pages 410-416, June.
    Full references (including those not matched with items on IDEAS)

    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. Matthew Agarwala & Josh Martin, 2022. "Environmentally-adjusted productivity measures for the UK," Working Papers 028, The Productivity Institute.
    2. Josh Martin & Rebecca Riley, 2025. "Productivity measurement: Reassessing the production function from micro to macro," Journal of Economic Surveys, Wiley Blackwell, vol. 39(1), pages 246-279, February.
    3. Cárdenas Rodríguez, Miguel & Haščič, Ivan & Souchier, Martin, 2018. "Environmentally Adjusted Multifactor Productivity: Methodology and Empirical Results for OECD and G20 Countries," Ecological Economics, Elsevier, vol. 153(C), pages 147-160.
    4. Berkowitz, Daniel & Nishioka, Shuichiro, 2024. "The growth of firms, markets and rents: Evidence from China," Journal of Comparative Economics, Elsevier, vol. 52(2), pages 383-399.
    5. Hua, Cheng & Wang, Ke, 2023. "Multi-factor productivity growth with natural capital and undesirable output: A measurement for OECD and G20 countries," Innovation and Green Development, Elsevier, vol. 2(2).
    6. Vlada Vitunskienė & Lina Lauraitienė, 2025. "Green Growth in Agriculture: Long-Term Evidence from European Union Countries," Sustainability, MDPI, vol. 17(3), pages 1-24, January.
    7. Robi Kurniawan & Shunsuke Managi, 2019. "Linking Wealth and Productivity of Natural Capital for 140 Countries Between 1990 and 2014," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 443-462, January.
    8. Yanjie Jiang & Xiaodi Ding, 2025. "Exploring the Nexus Between Ecosystem Services and Economic Sustainability: A Stakeholder Perspective," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 32(3), pages 3639-3658, May.
    9. Zhuang Miao & Tomas Baležentis & Zhihua Tian & Shuai Shao & Yong Geng & Rui Wu, 2019. "Environmental Performance and Regulation Effect of China’s Atmospheric Pollutant Emissions: Evidence from “Three Regions and Ten Urban Agglomerations”," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 74(1), pages 211-242, September.
    10. Muntasir Murshed, 2026. "Settling Geopolitical Disputes and Overcoming the Carbon Curse to Establish Environmental Sustainability in Asia: A Quantile Regression Analysis," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(2), pages 2780-2801, April.
    11. Zheng, Huazhu & Lu, Jungang & He, Hongming & Wu, Yongjiao & He, Maofeng & Cheng, Dong & Yao, Zhengyu & Gomez, Christopher, 2025. "Quantifying spatial heterogeneity and driving mechanisms of water-energy-food coordination in the Yellow River Basin: A hybrid framework approach," Energy, Elsevier, vol. 334(C).
    12. Oleg Badunenko & Daniel Henderson & Romain Houssa, 2014. "Significant drivers of growth in Africa," Journal of Productivity Analysis, Springer, vol. 42(3), pages 339-354, December.
    13. Johan Brolund & Robert Lundmark, 2017. "Effect of Environmental Regulation Stringency on the Pulp and Paper Industry," Sustainability, MDPI, vol. 9(12), pages 1-16, December.
    14. Thijs ten Raa & Pierre Mohnen, 2009. "Competition and Performance: The Different Roles of Capital and Labor," World Scientific Book Chapters, in: Input–Output Economics: Theory And Applications Featuring Asian Economies, chapter 20, pages 371-388, World Scientific Publishing Co. Pte. Ltd..
    15. Hall, B.H., 2011. "Innovation and productivity," MERIT Working Papers 2011-028, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    16. André Carrascal & Luis Orea, "undated". "TFP growth, embeddedness, and Covid-19: a novel production model that allows estimating trade elasticities," Working Papers 6, International Society for Efficiency and Productivity Analysis.
    17. Matthew K. Heun & João Santos & Paul E. Brockway & Randall Pruim & Tiago Domingos & Marco Sakai, 2017. "From Theory to Econometrics to Energy Policy: Cautionary Tales for Policymaking Using Aggregate Production Functions," Energies, MDPI, vol. 10(2), pages 1-44, February.
    18. Thomas von Brasch & Arvid Raknerud, 2022. "The impact of new varieties on aggregate productivity growth," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(3), pages 646-676, July.
    19. Sickles, Robin C. & Song, Wonho & Zelenyuk, Valentin, 2018. "Econometric Analysis of Productivity: Theory and Implementation in R," Working Papers 18-008, Rice University, Department of Economics.
    20. Songhee Han & Hannah Jun, 2023. "Growth, emissions, and climate finance nexus for sustainable development: Revisiting the environmental Kuznets curve," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 510-527, February.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:streco:v:76:y:2026:i:c:p:80-93. 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.elsevier.com/locate/inca/525148 .

    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.