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A maximum entropy bootstrap approach to financial development and economic growth in China

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  • Tian, Renfang
  • Xu, Jingjing
  • Feng, Hui
  • McFarlane, Adian

Abstract

Motivated by China’s rising global economic prominence, which impacts many regional and global development issues, and the unsettled relationship between financial development and economic growth, this study uses data from 1980 to 2019 to re-examine the nexus between economic growth and financial development in this country. This study distinguishes itself from existing literature by using the maximum entropy bootstrap inference method, examining multiple dimensions of financial development and economic growth, and accounting for structural breaks. The first finding reveals a unidirectional Granger-causal relationship from aggregate economic growth to financial development. This causality is observed to mainly go towards the depth and access of financial markets and the depth of financial institutions. The second indicates that bidirectional Granger-causal relationships exist between financial development with exports and imports. The third reveals that structural breaks exhibit varying levels of statistical significance in the relationship between financial development and economic growth. These findings suggest that policymakers need to further deepen and broaden capital markets to strengthen financial development and economic growth linkages.

Suggested Citation

  • Tian, Renfang & Xu, Jingjing & Feng, Hui & McFarlane, Adian, 2024. "A maximum entropy bootstrap approach to financial development and economic growth in China," Economic Systems, Elsevier, vol. 48(4).
    • Handle: RePEc:eee:ecosys:v:48:y:2024:i:4:s0939362524000414
    DOI: 10.1016/j.ecosys.2024.101219
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    1. Shahbaz, Muhammad & Khan, Saleheen & Tahir, Mohammad Iqbal, 2013. "The dynamic links between energy consumption, economic growth, financial development and trade in China: Fresh evidence from multivariate framework analysis," Energy Economics, Elsevier, vol. 40(C), pages 8-21.
    2. Michael Adusei, 2013. "Finance-Growth Nexus in Africa: A Panel Generalized Method of Moments (GMM) Analysis," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 3(10), pages 1314-1324.
    3. Pan, Lei & Mishra, Vinod, 2018. "Stock market development and economic growth: Empirical evidence from China," Economic Modelling, Elsevier, vol. 68(C), pages 661-673.
    4. Hao, Yu & Wang, Ling-Ou & Lee, Chien-Chiang, 2020. "Financial development, energy consumption and China's economic growth: New evidence from provincial panel data," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 1132-1151.
    5. Tsangyao Chang, 2002. "Financial development and economic growth in Mainland China: a note on testing demand-following or supply-leading hypothesis," Applied Economics Letters, Taylor & Francis Journals, vol. 9(13), pages 869-873.
    6. K. Siva Kiran Guptha & R. Prabhakar Rao, 2018. "The causal relationship between financial development and economic growth: an experience with BRICS economies," Journal of Social and Economic Development, Springer;Institute for Social and Economic Change, vol. 20(2), pages 308-326, October.
    7. 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.
    8. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    9. Yalta, A. Talha, 2011. "Analyzing energy consumption and GDP nexus using maximum entropy bootstrap: The case of Turkey," Energy Economics, Elsevier, vol. 33(3), pages 453-460, May.
    10. Fei Guo & Shi He, 2020. "The finance-growth nexus in China: a meta-analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 27(13), pages 1071-1075, June.
    11. repec:bla:reviec:v:9:y:2001:i:3:p:443-54 is not listed on IDEAS
    12. Hsueh, Shun-Jen & Hu, Yu-Hau & Tu, Chien-Heng, 2013. "Economic growth and financial development in Asian countries: A bootstrap panel Granger causality analysis," Economic Modelling, Elsevier, vol. 32(C), pages 294-301.
    13. Edmunds Čižo & Olga Lavrinenko & Svetlana Ignatjeva, 2020. "Analysis of the relationship between financial development and economic growth in the EU countries," Insights into Regional Development, VsI Entrepreneurship and Sustainability Center, vol. 2(3), pages 645-660, September.
    14. Asli Demirgüç-Kunt & Erik Feyen & Ross Levine, 2013. "The Evolving Importance of Banks and Securities Markets," The World Bank Economic Review, World Bank, vol. 27(3), pages 476-490.
    15. 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.
    16. Giuseppe Cavaliere & Heino Bohn Nielsen & Anders Rahbek, 2015. "Bootstrap Testing of Hypotheses on Co‐Integration Relations in Vector Autoregressive Models," Econometrica, Econometric Society, vol. 83, pages 813-831, March.
    17. Edmunds Čižo & Olga Lavrinenko & Svetlana Ignatjeva, 2020. "Analysis of the relationship between financial development and economic growth in the EU countries," Post-Print hal-03121415, HAL.
    18. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    19. Wu, Guiying Laura, 2018. "Capital misallocation in China: Financial frictions or policy distortions?," Journal of Development Economics, Elsevier, vol. 130(C), pages 203-223.
    20. 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.
    21. Vinod, Hrishikesh D. & Lopez-de-Lacalle, Javier, 2009. "Maximum Entropy Bootstrap for Time Series: The meboot R Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 29(i05).
    22. Stephen G. Cecchetti & Enisse Kharroubi, 2019. "Why Does Credit Growth Crowd Out Real Economic Growth?," Manchester School, University of Manchester, vol. 87(S1), pages 1-28, September.
    23. Shahbaz, Muhammad & Hye, Qazi Muhammad Adnan & Tiwari, Aviral Kumar & Leitão, Nuno Carlos, 2013. "Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 109-121.
    24. Petra Valickova & Tomas Havranek & Roman Horvath, 2015. "Financial Development And Economic Growth: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 506-526, July.
    25. Cochrane, John H., 1991. "A critique of the application of unit root tests," Journal of Economic Dynamics and Control, Elsevier, vol. 15(2), pages 275-284, April.
    26. Boulila Ghazi & Trabelsi Mohamed, 2004. "The Causality Issues in the Finance and Growth Nexus: Emperical Evidence from Middle East and North African Countries," Review of Middle East Economics and Finance, De Gruyter, vol. 2(2), pages 35-50, August.
    27. Michael Adusei, 2013. "Finance-Growth Nexus in Africa: A Panel Generalized Method of Moments (GMM) Analysis," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 3(10), pages 1314-1324, October.
    28. Wolde-Rufael, Yemane, 2009. "Re-examining the financial development and economic growth nexus in Kenya," Economic Modelling, Elsevier, vol. 26(6), pages 1140-1146, November.
    29. 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.
    30. Bengt Söderlund & Patrik Gustavsson Tingvall, 2017. "Capital Freedom, Financial Development and Provincial Economic Growth in China," The World Economy, Wiley Blackwell, vol. 40(4), pages 764-787, April.
    31. Sylviane GUILLAUMONT JEANNENEY & PING HUA & ZHICHENG LIANG, 2006. "Financial Development, Economic Efficiency, And Productivity Growth: Evidence From China," The Developing Economies, Institute of Developing Economies, vol. 44(1), pages 27-52, March.
    32. 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.
    33. Rousseau, Peter L & Wachtel, Paul, 1998. "Financial Intermediation and Economic Performance: Historical Evidence from Five Industrialized Countries," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(4), pages 657-678, November.
    34. Yang, Fan, 2019. "The impact of financial development on economic growth in middle-income countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 59(C), pages 74-89.
    35. Islam, Md. Rabiul & Habib, Md. Wahidul & Khan, Md. Habib-uz-Zaman, 2004. "A Time Series Analysis of Finance and Growth in Bangladesh," Bangladesh Development Studies, Bangladesh Institute of Development Studies (BIDS), vol. 30(1-2), pages 111-128, March-Jun.
    36. Zanjani, Zeinab & Soares, Isabel & Macedo, Pedro, 2023. "Investigating CO2 emissions from aviation in oil producing countries using a two-stage maximum entropy approach," Energy, Elsevier, vol. 278(PA).
    37. E. M. Ekanayake & Ranjini Thaver, 2021. "The Nexus between Financial Development and Economic Growth: Panel Data Evidence from Developing Countries," JRFM, MDPI, vol. 14(10), pages 1-24, October.
    38. Katsiaryna Svirydzenka, 2016. "Introducing a New Broad-based Index of Financial Development," IMF Working Papers 2016/005, International Monetary Fund.
    39. Anupam Das & Leanora Brown & Adian McFarlane, 2023. "Asymmetric Effects of Financial Development on CO 2 Emissions in Bangladesh," JRFM, MDPI, vol. 16(5), pages 1-18, May.
    40. Hunjra, Ahmed Imran & Azam, Muhammad & Bruna, Maria Giuseppina & Taskin, Dilvin, 2022. "Role of financial development for sustainable economic development in low middle income countries," Finance Research Letters, Elsevier, vol. 47(PB).
    41. Özlem Sayılır & Murat Doğan & Nahifa Said Soud, 2018. "Financial development and governance relationships," Applied Economics Letters, Taylor & Francis Journals, vol. 25(20), pages 1466-1470, November.
    42. Hao, Chen, 2006. "Development of financial intermediation and economic growth: The Chinese experience," China Economic Review, Elsevier, vol. 17(4), pages 347-362.
    43. Philip Arestis & Georgios Chortareas & Georgios Magkonis, 2015. "The Financial Development And Growth Nexus: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 549-565, July.
    44. Zhang, Jin & Wang, Lanfang & Wang, Susheng, 2012. "Financial development and economic growth: Recent evidence from China," Journal of Comparative Economics, Elsevier, vol. 40(3), pages 393-412.
    45. Liang, Qi & Teng, Jian-Zhou, 2006. "Financial development and economic growth: Evidence from China," China Economic Review, Elsevier, vol. 17(4), pages 395-411.
    46. Nickelsburg, Gerald, 1985. "Small-sample properties of dimensionality statistics for fitting VAR models to aggregate economic data : A Monte Carlo study," Journal of Econometrics, Elsevier, vol. 28(2), pages 183-192, May.
    47. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2007. "Finance, inequality and the poor," Journal of Economic Growth, Springer, vol. 12(1), pages 27-49, March.
    48. Vinod, Hrishikesh D., 2006. "Maximum entropy ensembles for time series inference in economics," Journal of Asian Economics, Elsevier, vol. 17(6), pages 955-978, December.
    49. Mr. Waikei R Lam & Ms. Marialuz Moreno Badia, 2023. "Fiscal Policy and the Government Balance Sheet in China," IMF Working Papers 2023/154, International Monetary Fund.
    50. Yalta, A. Yasemin, 2013. "Revisiting the FDI-led growth Hypothesis: The case of China," Economic Modelling, Elsevier, vol. 31(C), pages 335-343.
    51. Sin-Yu Ho & Bernard Njindan Iyke, 2018. "Finance-growth-poverty nexus: a re-assessment of the trickle-down hypothesis in China," Economic Change and Restructuring, Springer, vol. 51(3), pages 221-247, August.
    52. Menyah, Kojo & Nazlioglu, Saban & Wolde-Rufael, Yemane, 2014. "Financial development, trade openness and economic growth in African countries: New insights from a panel causality approach," Economic Modelling, Elsevier, vol. 37(C), pages 386-394.
    53. Soren Johansen, 2002. "A Small Sample Correction for the Test of Cointegrating Rank in the Vector Autoregressive Model," Econometrica, Econometric Society, vol. 70(5), pages 1929-1961, September.
    54. Aqil Khan & Mumtaz Ahmed & Salma Bibi, 2019. "Financial development and economic growth nexus for Pakistan: a revisit using maximum entropy bootstrap approach," Empirical Economics, Springer, vol. 57(4), pages 1157-1169, October.
    55. Karima Saci & Gianluigi Giorgioni & Ken Holden, 2009. "Does financial development affect growth?," Applied Economics, Taylor & Francis Journals, vol. 41(13), pages 1701-1707.
    56. Pedro Macedo & Mara Madaleno, 2022. "Global Temperature and Carbon Dioxide Nexus: Evidence from a Maximum Entropy Approach," Energies, MDPI, vol. 16(1), pages 1-13, December.
    57. Jordan Z. Shan & Alan G. Morris & Fiona Sun, 2001. "Financial Development and Economic Growth: An Egg‐and‐Chicken Problem?," Review of International Economics, Wiley Blackwell, vol. 9(3), pages 443-454, August.
    58. William W. Chow & Michael K. Fung & Man-Kwong Leung, 2018. "Finance–growth nexus in China from an endogenous switching perspective," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 27(4), pages 443-462, May.
    59. Ouyang, Yaofu & Li, Peng, 2018. "On the nexus of financial development, economic growth, and energy consumption in China: New perspective from a GMM panel VAR approach," Energy Economics, Elsevier, vol. 71(C), pages 238-252.
    60. Yulu, Chen & Yong, Ma & Ke, Tang, 2011. "The chinese financial system at the Dawn of the 21st century: An Overview," MPRA Paper 36027, University Library of Munich, Germany.
    61. 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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    More about this item

    Keywords

    Economic growth; Financial development; Granger-causality; Maximum entropy bootstrap; Vector autoregression;
    All these keywords.

    JEL classification:

    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)

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