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Using an Artificial Neural Networks Experiment to Assess the Links among Financial Development and Growth in Agriculture

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  • Cosimo Magazzino

    (Department of Political Sciences, RomaTre University, 00154 Rome, Italy)

  • Marco Mele

    (Department of Political Sciences, University of Teramo, 64100 Teramo, Italy)

  • Fabio Gaetano Santeramo

    (Department of Agriculture, University of Foggia, 71122 Foggia, Italy)

Abstract

Financial development, productivity, and growth are interconnected, but the direction of causality remains unclear. The relevance of these linkages is likely different for developing and developed economies, yet comparative cross-country studies are scant. The paper analyses the relationship among credit access, output and productivity in the agricultural sector for a large set of countries, over the period 2000–2012, using an Artificial Neural Networks approach. Empirical findings show that these three variables influence each other reciprocally, although marked differences exist among groups of countries. The role of credit access is more prominent for the OECD countries and less important for countries with a lower level of economic de-elopement. Our analysis allows us to highlight the specific effects of credit in stimulating the development of the agricultural sector: in developing countries, credit access significantly affects production, whereas in developed countries, it also has an impact on productivity.

Suggested Citation

  • Cosimo Magazzino & Marco Mele & Fabio Gaetano Santeramo, 2021. "Using an Artificial Neural Networks Experiment to Assess the Links among Financial Development and Growth in Agriculture," Sustainability, MDPI, vol. 13(5), pages 1-15, March.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:5:p:2828-:d:511344
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    1. Valerie R. Bencivenga & Bruce D. Smith, 1991. "Financial Intermediation and Endogenous Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 195-209.
    2. Masaood Moahid & Keshav Lall Maharjan, 2020. "Factors Affecting Farmers’ Access to Formal and Informal Credit: Evidence from Rural Afghanistan," Sustainability, MDPI, vol. 12(3), pages 1-16, February.
    3. Zhongen Niu & Huimin Yan & Fang Liu, 2020. "Decreasing Cropping Intensity Dominated the Negative Trend of Cropland Productivity in Southern China in 2000–2015," Sustainability, MDPI, vol. 12(23), pages 1-14, December.
    4. Ali, Daniel Ayalew & Deininger, Klaus & Duponchel, Marguerite, 2014. "Credit constraints, agricultural productivity, and rural nonfarm participation : evidence from Rwanda," Policy Research Working Paper Series 6769, The World Bank.
    5. Daniel Ayalew Ali & Klaus Deininger & Marguerite Duponchel, 2014. "Credit Constraints and Agricultural Productivity: Evidence from rural Rwanda," Journal of Development Studies, Taylor & Francis Journals, vol. 50(5), pages 649-665, May.
    6. Calderon, Cesar & Liu, Lin, 2003. "The direction of causality between financial development and economic growth," Journal of Development Economics, Elsevier, vol. 72(1), pages 321-334, October.
    7. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    8. Foster, Andrew D & Rosenzweig, Mark R, 1995. "Learning by Doing and Learning from Others: Human Capital and Technical Change in Agriculture," Journal of Political Economy, University of Chicago Press, vol. 103(6), pages 1176-1209, December.
    9. Kar, Muhsin & Nazlıoğlu, Şaban & Ağır, Hüseyin, 2011. "Financial development and economic growth nexus in the MENA countries: Bootstrap panel granger causality analysis," Economic Modelling, Elsevier, vol. 28(1), pages 685-693.
    10. Besley, Timothy, 1994. "How Do Market Failures Justify Interventions in Rural Credit Markets?," The World Bank Research Observer, World Bank, vol. 9(1), pages 27-47, January.
    11. Gershon Feder & Lawrence J. Lau & Justin Y. Lin & Xiaopeng Luo, 1990. "The Relationship between Credit and Productivity in Chinese Agriculture: A Microeconomic Model of Disequilibrium," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(5), pages 1151-1157.
    12. De Gregorio, Jose & Guidotti, Pablo E., 1995. "Financial development and economic growth," World Development, Elsevier, vol. 23(3), pages 433-448, March.
    13. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    14. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    15. Catherine Guirkinger & Stephen R. Boucher, 2008. "Credit constraints and productivity in Peruvian agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 39(3), pages 295-308, November.
    16. Timothy G. Conley & Christopher R. Udry, 2010. "Learning about a New Technology: Pineapple in Ghana," American Economic Review, American Economic Association, vol. 100(1), pages 35-69, March.
    17. Meghana Ayyagari & Asli Demirgüç-Kunt & Vojislav Maksimovic, 2008. "How Important Are Financing Constraints? The Role of Finance in the Business Environment," The World Bank Economic Review, World Bank, vol. 22(3), pages 483-516, November.
    18. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    19. Magazzino, Cosimo & Mele, Marco & Schneider, Nicolas, 2021. "A D2C algorithm on the natural gas consumption and economic growth: Challenges faced by Germany and Japan," Energy, Elsevier, vol. 219(C).
    20. Fengxia Dong & Jing Lu & Allen M. Featherstone, 2012. "Effects of credit constraints on household productivity in rural China," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 72(3), pages 402-415, November.
    21. Hyoungsoo Zang & Young Chul Kim, 2007. "Does financial development precede growth? Robinson and Lucas might be right," Applied Economics Letters, Taylor & Francis Journals, vol. 14(1), pages 15-19.
    22. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    23. Mina Baliamoune-Lutz, 2013. "Financial Development And Income In African Countries," Contemporary Economic Policy, Western Economic Association International, vol. 31(1), pages 163-175, January.
    24. Foltz, Jeremy D., 2004. "Credit market access and profitability in Tunisian agriculture," Agricultural Economics, Blackwell, vol. 30(3), pages 229-240, May.
    25. Asli Demeirgüç-Kunt & Ross Levine (ed.), 0. "Finance and Growth," Books, Edward Elgar Publishing, number 17119.
    26. Thorsten Beck & Asli Demirgüç-Kunt, 2008. "Access to Finance: An Unfinished Agenda," The World Bank Economic Review, World Bank, vol. 22(3), pages 383-396, November.
    27. Klaus Neusser & Maurice Kugler, 1998. "Manufacturing Growth And Financial Development: Evidence From Oecd Countries," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 638-646, November.
    28. Levine, Ross & Zervos, Sara, 1996. "Stock Market Development and Long-Run Growth," The World Bank Economic Review, World Bank, vol. 10(2), pages 323-339, May.
    29. Cosimo Magazzino & Marco Mele & Nicolas Schneider & Guillaume Vallet, 2020. "The relationship between nuclear energy consumption and economic growth: evidence from Switzerland," Post-Print halshs-02951860, HAL.
    30. Valentina Hartarska & Denis Nadolnyak & Xuan Shen, 2015. "Agricultural credit and economic growth in rural areas," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 75(3), pages 302-312, September.
    31. Roubini, Nouriel & Sala-i-Martin, Xavier, 1992. "Financial repression and economic growth," Journal of Development Economics, Elsevier, vol. 39(1), pages 5-30, July.
    32. Cosimo Magazzino & Marco Mele & Giovanna Morelli, 2021. "The Relationship between Renewable Energy and Economic Growth in a Time of Covid-19: A Machine Learning Experiment on the Brazilian Economy," Sustainability, MDPI, vol. 13(3), pages 1-22, January.
    33. Magazzino, Cosimo & Mele, Marco & Schneider, Nicolas, 2020. "The relationship between air pollution and COVID-19-related deaths: An application to three French cities," Applied Energy, Elsevier, vol. 279(C).
    34. Demetriades, Panicos O. & Hussein, Khaled A., 1996. "Does financial development cause economic growth? Time-series evidence from 16 countries," Journal of Development Economics, Elsevier, vol. 51(2), pages 387-411, December.
    35. Kochar, Anjini, 1997. "An empirical investigation of rationing constraints in rural credit markets in India," Journal of Development Economics, Elsevier, vol. 53(2), pages 339-371, August.
    36. Alex Winter-Nelson & Anna A. Temu, 2005. "Liquidity constraints, access to credit and pro-poor growth in rural Tanzania," Journal of International Development, John Wiley & Sons, Ltd., vol. 17(7), pages 867-882.
    37. J. Edward Taylor & Scott Rozelle & Alan deBrauw, 1999. "Migration, Remittances, and Agricultural Productivity in China," American Economic Review, American Economic Association, vol. 89(2), pages 287-291, May.
    38. Karlan, Dean & Morduch, Jonathan, 2010. "Access to Finance," Handbook of Development Economics, in: Dani Rodrik & Mark Rosenzweig (ed.), Handbook of Development Economics, edition 1, volume 5, chapter 0, pages 4703-4784, Elsevier.
    39. Jianxu Liu & Mengjiao Wang & Li Yang & Sanzidur Rahman & Songsak Sriboonchitta, 2020. "Agricultural Productivity Growth and Its Determinants in South and Southeast Asian Countries," Sustainability, MDPI, vol. 12(12), pages 1-21, June.
    40. Yang, Yung Y. & Yi, Myung Hoon, 2008. "Does financial development cause economic growth? Implication for policy in Korea," Journal of Policy Modeling, Elsevier, vol. 30(5), pages 827-840.
    41. Demetriades, Panicos O & Luintel, Kul B, 1996. "Banking Sector Policies and Financial Development in Nepal," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 58(2), pages 355-372, May.
    42. Conor M. O'Toole & Carol Newman & Thia Hennessy, 2014. "Financing Constraints and Agricultural Investment: Effects of the Irish Financial Crisis," Journal of Agricultural Economics, Wiley Blackwell, vol. 65(1), pages 152-176, January.
    43. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    44. Magazzino, Cosimo & Mele, Marco & Schneider, Nicolas, 2021. "A machine learning approach on the relationship among solar and wind energy production, coal consumption, GDP, and CO2 emissions," Renewable Energy, Elsevier, vol. 167(C), pages 99-115.
    45. Luintel, Kul B. & Khan, Mosahid, 1999. "A quantitative reassessment of the finance-growth nexus: evidence from a multivariate VAR," Journal of Development Economics, Elsevier, vol. 60(2), pages 381-405, December.
    46. Bardhan, Pranab & Udry, Christopher, 1999. "Development Microeconomics," OUP Catalogue, Oxford University Press, number 9780198773719.
    47. Ta Nhat Linh & Hoang Thanh Long & Le Van Chi & Le Thanh Tam & Philippe Lebailly, 2019. "Access to Rural Credit Markets in Developing Countries, the Case of Vietnam: A Literature Review," Sustainability, MDPI, vol. 11(5), pages 1-18, March.
    48. Petrick, Martin, 2004. "Farm investment, credit rationing, and governmentally promoted credit access in Poland: a cross-sectional analysis," Food Policy, Elsevier, vol. 29(3), pages 275-294, June.
    49. Stern, Nicholas, 1989. "The Economics of Development: A Survey," Economic Journal, Royal Economic Society, vol. 99(397), pages 597-685, September.
    50. Diallo, Boubacar & Al-Titi, Omar, 2017. "Local growth and access to credit: Theory and evidence," Journal of Macroeconomics, Elsevier, vol. 54(PB), pages 410-423.
    51. Chandavarkar, Anand, 1992. "Of finance and development: Neglected and unsettled questions," World Development, Elsevier, vol. 20(1), pages 133-142, January.
    52. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 501-526.
    53. Tong Zhang & Huiting Liu & Pinghan Liang, 2020. "Social Trust Formation and Credit Accessibility—Evidence from Rural Households in China," Sustainability, MDPI, vol. 12(2), pages 1-14, January.
    54. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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