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The impact of R&D investment on grain crops production in China: Analysing the role of agricultural credit and CO2 emissions

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Listed:
  • Abbas Ali Chandio
  • Yuansheng Jiang
  • Waqar Akram
  • Ilhan Ozturk
  • Abdul Rauf
  • Aamir Ali Mirani
  • Huaquan Zhang

Abstract

A better understanding of the dynamics involved in grain production is critical for food security and poverty reduction. To this end, several factors influence grain production, including capital (i.e. R&D investment and agricultural credit), agriculture environment (i.e. CO2 emissions), and technical progress (i.e. fertilizers and agricultural machinery). This paper analyses the combined effects of these factors on China's grain crops output from 1990 to 2017 by using the autoregressive distributed lag (ARDL) approach. The ARDL‐bounds testing approach provided the long‐run connection amid the variables. The findings include: (i) agricultural R&D spending has an encouraging and meaningful influence on grain crops yield in the long‐run and short‐run; (ii) agricultural credit significantly and positively stimulates grain crops output; (iii) CO2 emissions negatively impact grains' output in the short‐ and long‐run; (iv) area under grain crops and fertilizers used also endure a positive spur on grain crops production in the long‐run and short‐run; and (v) short‐run nexus among the variables is navigated for robustness rationale via the vector error correction model Granger causality practice. Hence, the strategy specialists should also acquaint finances through prescribed organizations on comfortable provisions and minimal interests. In addition, the Chinese Governments and agricultural extension organizations should support the easy acquisition of high‐tech cultivating machinery to harvest crops swiftly and explore substantial markets for further business.

Suggested Citation

  • Abbas Ali Chandio & Yuansheng Jiang & Waqar Akram & Ilhan Ozturk & Abdul Rauf & Aamir Ali Mirani & Huaquan Zhang, 2023. "The impact of R&D investment on grain crops production in China: Analysing the role of agricultural credit and CO2 emissions," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 4120-4138, October.
  • Handle: RePEc:wly:ijfiec:v:28:y:2023:i:4:p:4120-4138
    DOI: 10.1002/ijfe.2638
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    1. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    2. Niranjan Devkota & Nirash Paija, 2020. "Impact of Climate Change on Paddy Production: Evidence from Nepal," Asian Journal of Agriculture and Development, Southeast Asian Regional Center for Graduate Study and Research in Agriculture (SEARCA), vol. 17(2), pages 63-78, December.
    3. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    4. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    5. Ilhan Ozturk & Gazi Salah Uddin, 2012. "Causality Among Carbon Emissions, Energy Consumption and Growth Inindia," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 25(3), pages 752-775, January.
    6. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    7. Lucy Anning & Wang Haisu & Joshua Sunday Riti, 2017. "Government Spending and Economic Growth in Ghana: Evidence from Granger Causality Analysis," International Journal of Management Science and Business Administration, Inovatus Services Ltd., vol. 3(2), pages 50-58, January.
    8. Sudha Narayanan, 2016. "The productivity of agricultural credit in India," Agricultural Economics, International Association of Agricultural Economists, vol. 47(4), pages 399-409, July.
    9. Fan, Shenggen & Rao, Neetha, 2003. "Public spending in developing countries: trends, determination, and impact," EPTD discussion papers 99, International Food Policy Research Institute (IFPRI).
    10. Chandio, Abbas Ali & Jiang, Yuansheng & Ahmad, Fayyaz & Adhikari, Salina & Ain, Qurat Ul, 2021. "Assessing the impacts of climatic and technological factors on rice production: Empirical evidence from Nepal," Technology in Society, Elsevier, vol. 66(C).
    11. Michael Bleaney & Norman Gemmell & Richard Kneller, 2001. "Testing the endogenous growth model: public expenditure, taxation, and growth over the long run," Canadian Journal of Economics, Canadian Economics Association, vol. 34(1), pages 36-57, February.
    12. Lawrence Amponsah & Glory Kofi Hoggar & Samuel Yeboah Asuamah, 2015. "Climate Change and Agriculture: Modeling the Impact of Carbon Dioxide Emission on Cereal Yield in Ghana," Agriculture and Food Sciences Research, Asian Online Journal Publishing Group, vol. 2(2), pages 32-38.
    13. Horvath, Roman, 2011. "Research & development and growth: A Bayesian model averaging analysis," Economic Modelling, Elsevier, vol. 28(6), pages 2669-2673.
    14. Alotaish Mohammed Saud M. & Ping Guo & Ihtisham ul Haq & Guoqin Pan & Alam Khan, 2019. "Do government expenditure and financial development impede environmental degradation in Venezuela?," PLOS ONE, Public Library of Science, vol. 14(1), pages 1-13, January.
    15. Mohammad Hashem Pesaran & Yongcheol Shin & Richard J Smith, 1999. "Bounds Testing Approaches to the Analysis of Long Run Relationships," Edinburgh School of Economics Discussion Paper Series 46, Edinburgh School of Economics, University of Edinburgh.
    16. Samuel asuamah Yeboah & Lawrence Amponsah & Glory Kofi Hoggar, 2015. "Climate Change and Agriculture: Modeling the Impact of Carbon Dioxide Emission on Cereal Yield in Ghana," Agriculture and Food Sciences Research, Asian Online Journal Publishing Group, vol. 2(2), pages 32-38.
    17. Ogechi Adeola & Fredrick Ikpesu, 2016. "An empirical investigation of the impact of bank lending on agricultural output in Nigeria: A vector autoregressive (VAR) approach," Journal of Developing Areas, Tennessee State University, College of Business, vol. 50(6), pages 89-103, Special I.
    18. Chang, Ching-Cheng, 2002. "The potential impact of climate change on Taiwan's agriculture," Agricultural Economics, Blackwell, vol. 27(1), pages 51-64, May.
    19. Sudharshan Reddy Paramati & Md Samsul Alam & Shawkat Hammoudeh & Khalid Hafeez, 2021. "Long‐run relationship between R&D investment and environmental sustainability: Evidence from the European Union member countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 5775-5792, October.
    20. Mamudu Abunga Akudugu, 2016. "Agricultural productivity, credit and farm size nexus in Africa: a case study of Ghana," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 76(2), pages 288-308, July.
    21. Muhammad Zakaria & Wen Jun & Marium Farrukh Khan, 2019. "Impact of financial development on agricultural productivity in South Asia," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 65(5), pages 232-239.
    22. Sonia Afrin & Mohammed Ziaul Haider & Md. Sariful Islam, 2017. "Impact of financial inclusion on technical efficiency of paddy farmers in Bangladesh," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 77(4), pages 484-505, November.
    23. Devkota, Niranjan & Paija, Nirash, 2020. "Impact of Climate Change on Paddy Production: Evidence from Nepal," Asian Journal of Agriculture and Development, Southeast Asian Regional Center for Graduate Study and Research in Agriculture (SEARCA), vol. 17(2), December.
    24. Osaretin Kayode Omoregie & Fredrick Ikpesu & Abraham Emmanuel Okpe, 2018. "Credit Supply and Rice Output in Nigeria: Empirical Insight from Vector Error Correction Model Approach," International Journal of Economics and Financial Issues, Econjournals, vol. 8(5), pages 68-74.
    25. Dkhar, DS & Utpal, Kumar D., 2018. "Public expenditure on agriculture and economic growth: a case study of Meghalaya," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 31(2).
    26. Muhammad Imran Qureshi & Usama Awan & Zeeshan Arshad & Amran Md. Rasli & Khalid Zaman & Faisal Khan, 2016. "Dynamic linkages among energy consumption, air pollution, greenhouse gas emissions and agricultural production in Pakistan: sustainable agriculture key to policy success," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 84(1), pages 367-381, October.
    27. Akoété Ega Agbodji & Ablamba Ahoefavi Johnson, 2021. "Agricultural Credit and Its Impact on the Productivity of Certain Cereals in Togo," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(12), pages 3320-3336, September.
    28. Antle, John M., 2008. "Climate Change and Agriculture: Economic Impacts," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 23(1), pages 1-3.
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