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Examining Characteristics and Causes of Juglar Cycles in China, 1981–2024

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  • Jie Gao

    (School of Economics, Shanghai University of Finance and Economics, Shanghai 200433, China)

  • Bo Chen

    (School of Economics, Shanghai University of Finance and Economics, Shanghai 200433, China)

Abstract

This study provides a comprehensive empirical examination of the drivers and dynamics of Juglar cycles in China from 1981 to 2024. We develop a unified framework that integrates investment, institutional, productivity, and structural factors, and employ a Vector Error Correction Model to analyze the long-run equilibrium and short-run adjustment mechanisms linking fixed asset investment (FAI), government fiscal expenditure (GFE), total factor productivity (TFP), industrial structure upgrading (ISU), and gross domestic product (GDP). Our results confirm a stable cointegration relationship and identify FAI as the most influential long-run driver of output, with a 1% increase in FAI leading to a 0.88% rise in GDP. Industrial upgrading also exerts a positive long-run influence on growth, whereas government spending exhibits a significant negative effect, potentially indicating crowding-out or efficiency losses. In the short run, we find unidirectional Granger causality from FAI to GDP, suggesting that changes in investment contain meaningful predictive power for future output fluctuations. Furthermore, impulse response and variance decomposition analyses illustrate the temporal evolution of these effects, highlighting that the contribution of TFP gains importance over the medium term. Overall, this study deepens our understanding of business cycle transmission mechanisms in emerging economies and offers valuable insights for policymakers seeking to balance investment-driven growth with structural reforms for sustainable and robust economic development.

Suggested Citation

  • Jie Gao & Bo Chen, 2025. "Examining Characteristics and Causes of Juglar Cycles in China, 1981–2024," Sustainability, MDPI, vol. 17(19), pages 1-27, September.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:19:p:8724-:d:1760276
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    as
    1. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    2. Lin, Justin Yifu, 1988. "The Household Responsibility System in China's Agricultural Reform: A Theoretical and Empirical Study," Economic Development and Cultural Change, University of Chicago Press, vol. 36(3), pages 199-224, Supplemen.
    3. Komiya, Ryutaro, 1989. "Macroeconomic development of China: "Overheating" in 1984-1987 and problems for reform," Journal of the Japanese and International Economies, Elsevier, vol. 3(1), pages 64-121, March.
    4. He, Qing & Tai-Leung Chong, Terence & Shi, Kang, 2009. "What accounts for Chinese Business Cycle?," China Economic Review, Elsevier, vol. 20(4), pages 650-661, December.
    5. Hodrick, Robert J & Prescott, Edward C, 1997. "Postwar U.S. Business Cycles: An Empirical Investigation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(1), pages 1-16, February.
    6. Gbenga Wilfred Akinola & Abieyuwa Ohonba, 2024. "The Effects of External Debt and Foreign Direct Investment on Economic Growth in Nigeria," Economies, MDPI, vol. 12(6), pages 1-23, June.
    7. Lutz Kilian, 2008. "The Economic Effects of Energy Price Shocks," Journal of Economic Literature, American Economic Association, vol. 46(4), pages 871-909, December.
    8. Peter C. B. Phillips & Zhentao Shi, 2021. "Boosting: Why You Can Use The Hp Filter," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 62(2), pages 521-570, May.
    9. H. Peter Boswijk & Giuseppe Cavaliere & Luca De Angelis & A. M. Robert Taylor, 2023. "Adaptive information-based methods for determining the co-integration rank in heteroskedastic VAR models," Econometric Reviews, Taylor & Francis Journals, vol. 42(9-10), pages 725-757, November.
    10. Phillips, P.C.B., 1986. "Understanding spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 33(3), pages 311-340, December.
    11. Morten O. Ravn & Harald Uhlig, 2002. "On adjusting the Hodrick-Prescott filter for the frequency of observations," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 371-375.
    12. Grasselli, Matheus R. & Nguyen-Huu, Adrien, 2018. "Inventory growth cycles with debt-financed investment," Structural Change and Economic Dynamics, Elsevier, vol. 44(C), pages 1-13.
    13. Yu, Qiao, 1997. "Economic Fluctuation, Macro Control, and Monetary Policy in the Transitional Chinese Economy," Journal of Comparative Economics, Elsevier, vol. 25(2), pages 180-195, October.
    14. Yacouba Telly & Xuezhi Liu & Tadagbe Roger Sylvanus Gbenou, 2023. "Investigating the Growth Effect of Carbon-Intensive Economic Activities on Economic Growth: Evidence from Angola," Energies, MDPI, vol. 16(8), pages 1-18, April.
    15. Bai, Liang & Wu, Lingwei, 2023. "Political Conflict and Development Dynamics: Economic Legacies of the Cultural Revolution," The Journal of Economic History, Cambridge University Press, vol. 83(4), pages 981-1017, December.
    16. Wei Li & Dennis Tao Yang, 2005. "The Great Leap Forward: Anatomy of a Central Planning Disaster," Journal of Political Economy, University of Chicago Press, vol. 113(4), pages 840-877, August.
    17. Naughton, Barry J., 2018. "The Chinese Economy: Adaptation and Growth, second edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262534797, December.
    18. Daoju Peng & Kang Shi & Juanyi Xu & Yue Zhou, 2020. "SOE and Chinese Real Business Cycle," Annals of Economics and Finance, Society for AEF, vol. 21(2), pages 415-469, November.
    19. Marañon, Matias & Kumral, Mustafa, 2019. "Kondratiev long cycles in metal commodity prices," Resources Policy, Elsevier, vol. 61(C), pages 21-28.
    20. Gregory, Allan W. & Hansen, Bruce E., 1996. "Residual-based tests for cointegration in models with regime shifts," Journal of Econometrics, Elsevier, vol. 70(1), pages 99-126, January.
    21. Kaiji Chen & Jue Ren & Tao Zha, 2018. "The Nexus of Monetary Policy and Shadow Banking in China," American Economic Review, American Economic Association, vol. 108(12), pages 3891-3936, December.
    22. Bo Chen & Jie Gao & Zhicheng Zhao, 2025. "Analysis of the Interaction Between Endogenous Technological Innovation, Institutional Regulation, and Economic Long Wave: A Perspective from Nonlinear Dynamics," Sustainability, MDPI, vol. 17(6), pages 1-24, March.
    23. Perron, P, 1993. "Erratum [The Great Crash, the Oil Price Shock and the Unit Root Hypothesis]," Econometrica, Econometric Society, vol. 61(1), pages 248-249, January.
    24. MacKinnon, James G, 1996. "Numerical Distribution Functions for Unit Root and Cointegration Tests," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 601-618, Nov.-Dec..
    25. Yubin Huangfu & Haibo Yu & Zuoji Dong & Yingman Wang, 2024. "Research on the Risk Spillover among the Real Economy, Real Estate Market, and Financial System: Evidence from China," Land, MDPI, vol. 13(6), pages 1-26, June.
    26. Walden Bello, 1999. "The Asian financial crisis: Causes, dynamics, prospects," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 4(1), pages 33-55.
    27. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    28. Justin Yifu Lin, 1987. "The Household Responsibility System Reform in China: A Peasant's Institutional Choice," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 69(2), pages 410-415.
    29. Jushan Bai & Pierre Perron, 2003. "Critical values for multiple structural change tests," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 72-78, June.
    30. Perron, Pierre, 1989. "The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Econometrica, Econometric Society, vol. 57(6), pages 1361-1401, November.
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