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Reexamining the Impact of Global Value Chain Participation on Regional Economic Growth: New Evidence Based on a Nonlinear Model and Spatial Spillover Effects with Panel Data from Chinese Cities

Author

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  • Can Li

    (School of Business Administration, Northeastern University, Shenyang 110167, China
    School of Financial Management, Hainan College of Economics and Business, Haikou 571127, China)

  • Qi He

    (Research Institute for Global Value Chains, University of International Business and Economics, Beijing 100029, China
    Laboratory for Global Value Chains, University of International Business and Economics, Beijing 100029, China)

  • Han Ji

    (Agricultural Information Institute, Chinese Academy of Agricultural Sciences, Beijing 100081, China
    Key Laboratory of Agricultural Big Data, Ministry of Agriculture and Rural Affairs, Beijing 100081, China)

  • Shengguo Yu

    (International Business School, Hainan University, Haikou 570228, China)

  • Jiao Wang

    (School of Marxism, Hainan Normal University, Haikou 571158, China
    College of Elementary Education, Hainan Normal University, Haikou 571158, China)

Abstract

This study utilizes panel data drawn from 239 Chinese cities, and it employs fixed-effects models, mediation models, and spatial spillover models to reexamine the actual impact of the global value chain’s (GVC) participation on regional economic growth. The findings reveal that this impact exhibits a U-shaped nonlinear pattern, with the turning point of GVC occurring at 0.45, which is higher than that of 222 cities. Most cities are on the left side of the U-shaped curve, which corresponds with the second stage of the “in-out-in-again” GVC participation pattern (i.e., the “out” stage). During this stage, a decline in foreign value-added ratio (FVAR), with regard to exports (accompanied by an increase in the domestic value-added ratio), promotes economic growth. Innovation capability acts as a mediator in the relationship between GVC participation and economic growth. Furthermore, GVC participation has significant spillover effects on neighboring cities, with siphon and spillover effects coexisting. Thus, China should focus on establishing domestic value chains and innovation systems, achieving relative independence from existing GVCs dominated by developed countries, enhancing indigenous innovation capabilities, and laying the foundation for the third stage (in-again) of reintegration into GVCs, at the high value-added end, to achieve a higher level of openness. This study explores the nonlinear impact of GVC participation on regional economic growth in China from both theoretical and empirical perspectives, focusing on the finest divisions that remain feasible—cities. This approach expands and supplements the relevant field of research in valuable ways, yielding more realistic research conclusions and policy recommendations.

Suggested Citation

  • Can Li & Qi He & Han Ji & Shengguo Yu & Jiao Wang, 2023. "Reexamining the Impact of Global Value Chain Participation on Regional Economic Growth: New Evidence Based on a Nonlinear Model and Spatial Spillover Effects with Panel Data from Chinese Cities," Sustainability, MDPI, vol. 15(18), pages 1-31, September.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:18:p:13835-:d:1241684
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    References listed on IDEAS

    as
    1. Pol Antràs & Davin Chor, 2013. "Organizing the Global Value Chain," Econometrica, Econometric Society, vol. 81(6), pages 2127-2204, November.
    2. Ursula Fritsch & Holger Görg, 2015. "Outsourcing, Importing and Innovation: Evidence from Firm-level Data for Emerging Economies," Review of International Economics, Wiley Blackwell, vol. 23(4), pages 687-714, September.
    3. László Halpern & Miklós Koren & Adam Szeidl, 2015. "Imported Inputs and Productivity," American Economic Review, American Economic Association, vol. 105(12), pages 3660-3703, December.
    4. Robert Koopman & Zhi Wang & Shang-Jin Wei, 2014. "Tracing Value-Added and Double Counting in Gross Exports," American Economic Review, American Economic Association, vol. 104(2), pages 459-494, February.
    5. Keun Lee & Marina Szapiro & Zhuqing Mao, 2018. "Correction to: From Global Value Chains (GVC) to Innovation Systems for Local Value Chains and Knowledge Creation," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(3), pages 575-575, July.
    6. Zhao Yang, 2023. "The Impact of Green Finance on High-Quality Economic Development in China: Vertical Fiscal Imbalance as the Moderating Effect," Sustainability, MDPI, vol. 15(12), pages 1-16, June.
    7. Keun Lee & Marina Szapiro & Zhuqing Mao, 2018. "From Global Value Chains (GVC) to Innovation Systems for Local Value Chains and Knowledge Creation," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(3), pages 424-441, July.
    8. Fei Fan & Huan Lian & Song Wang, 2020. "Can regional collaborative innovation improve innovation efficiency? An empirical study of Chinese cities," Growth and Change, Wiley Blackwell, vol. 51(1), pages 440-463, March.
    9. Daria Taglioni & Deborah Winkler, 2016. "Making Global Value Chains Work for Development," World Bank Publications - Books, The World Bank Group, number 24426.
    10. Valentina De Marchi & Elisa Giuliani & Roberta Rabellotti, 2018. "Do Global Value Chains Offer Developing Countries Learning and Innovation Opportunities?," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(3), pages 389-407, July.
    11. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    12. Michael Sposi & Kei-Mu Yi & Jing Zhang, 2021. "Trade Integration, Global Value Chains, and Capital Accumulation," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 69(3), pages 505-539, September.
    13. Magda Kandil & Muhammad Shahbaz & Mantu Kumar Mahalik & Duc Khuong Nguyen, 2017. "The drivers of economic growth in China and India: globalization or financial development?," International Journal of Development Issues, Emerald Group Publishing Limited, vol. 16(1), pages 54-84, April.
    14. Rasmus Lema & Roberta Rabellotti & Padmashree Gehl Sampath, 2018. "Innovation Trajectories in Developing Countries: Co-evolution of Global Value Chains and Innovation Systems," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(3), pages 345-363, July.
    15. Jan Fagerberg & Bengt-Åke Lundvall & Martin Srholec, 2018. "Global Value Chains, National Innovation Systems and Economic Development," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(3), pages 533-556, July.
    16. Shuang Meng & Huan Yan & Jiajie Yu, 2022. "Global Value Chain Participation and Green Innovation: Evidence from Chinese Listed Firms," IJERPH, MDPI, vol. 19(14), pages 1-17, July.
    17. Guimei Zhang & Guangyue Liu, 2023. "Does Global Value Chain Embedment Contribute to Environmental Pollution in Emerging Economies?," Sustainability, MDPI, vol. 15(2), pages 1-17, January.
    18. Yu Xiang & Jing Zheng & Xunhua Tu, 2022. "The Impact of Intermediate Goods Imports on Energy Efficiency: Empirical Evidence from Chinese Cities," IJERPH, MDPI, vol. 19(20), pages 1-23, October.
    19. Wang, Wenxiao & Thangavelu, Shandre & Lin, Faqin, 2021. "Global value chains, firms, and wage inequality: Evidence from China," China Economic Review, Elsevier, vol. 66(C).
    20. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    21. Dani Rodrik, 2018. "New Technologies, Global Value Chains, and the Developing Economies," CESifo Working Paper Series 7307, CESifo.
    22. Hummels, David & Ishii, Jun & Yi, Kei-Mu, 2001. "The nature and growth of vertical specialization in world trade," Journal of International Economics, Elsevier, vol. 54(1), pages 75-96, June.
    23. Zhou, William Chongyang & Yan, Daying & Sun, Sunny Li, 2022. "Climbing the Ladder: Inward Sourcing as an Upgrading Capability in Global Value Chains," Research Policy, Elsevier, vol. 51(3).
    24. Pietrobelli, Carlo & Rabellotti, Roberta, 2011. "Global Value Chains Meet Innovation Systems: Are There Learning Opportunities for Developing Countries?," World Development, Elsevier, vol. 39(7), pages 1261-1269, July.
    25. Halit Yanikkaya & Abdullah Altun & Pınar Tat, 2022. "Does the Complexity of GVC Participation Matter for Productivity and Output Growth?," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(4), pages 2038-2068, August.
    26. Jin, Gui & Guo, Baishu & Deng, Xiangzheng, 2020. "Is there a decoupling relationship between CO2 emission reduction and poverty alleviation in China?," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    27. Pei Xu & Zehu Jin & Huan Tang, 2022. "Influence Paths and Spillover Effects of Agricultural Agglomeration on Agricultural Green Development," Sustainability, MDPI, vol. 14(10), pages 1-16, May.
    28. Hiau Looi Kee & Heiwai Tang, 2016. "Domestic Value Added in Exports: Theory and Firm Evidence from China," American Economic Review, American Economic Association, vol. 106(6), pages 1402-1436, June.
    29. Marcel P. Timmer & Abdul Azeez Erumban & Bart Los & Robert Stehrer & Gaaitzen J. de Vries, 2014. "Slicing Up Global Value Chains," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 99-118, Spring.
    30. Chiara Criscuolo & Jonathan Timmis, 2017. "The Relationship Between Global Value Chains and Productivity," International Productivity Monitor, Centre for the Study of Living Standards, vol. 32, pages 61-83, Spring.
    31. Klarin Tomislav, 2018. "The Concept of Sustainable Development: From its Beginning to the Contemporary Issues," Zagreb International Review of Economics and Business, Faculty of Economics and Business, University of Zagreb, vol. 21(1), pages 67-94, May.
    32. Upward, Richard & Wang, Zheng & Zheng, Jinghai, 2013. "Weighing China’s export basket: The domestic content and technology intensity of Chinese exports," Journal of Comparative Economics, Elsevier, vol. 41(2), pages 527-543.
    33. Zhi Wang & Shang-Jin Wei & Kunfu Zhu, 2013. "Quantifying International Production Sharing at the Bilateral and Sector Levels," NBER Working Papers 19677, National Bureau of Economic Research, Inc.
    34. Chen, Yang & Fang, Zheng, 2018. "Industrial electricity consumption, human capital investment and economic growth in Chinese cities," Economic Modelling, Elsevier, vol. 69(C), pages 205-219.
    35. Feng Li & Guangdong Li, 2018. "Agglomeration and Spatial Spillover Effects of Regional Economic Growth in China," Sustainability, MDPI, vol. 10(12), pages 1-13, December.
    36. Keping Men & Hui Sun & Minglong Kou, 2022. "Global Value Chains and Spatial Spillovers of Economic Growth—Based on the Perspective of Participation and Status Index in Global Value Chain," Sustainability, MDPI, vol. 14(23), pages 1-18, November.
    37. Li, Guangqin & Zhang, Xi, 2023. "Does GVC embedding reduce carbon emissions? Empirical evidence from 218 Chinese cities," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 253-263.
    38. Wang, Zhi & Wei, Shang-Jin & Yu, Xinding & Zhu, Kunfu, 2022. "Global value chains over business cycles," Journal of International Money and Finance, Elsevier, vol. 126(C).
    39. Wang, Jing & Rickman, Dan S. & Yu, Yihua, 2022. "Dynamics between global value chain participation, CO2 emissions, and economic growth: Evidence from a panel vector autoregression model," Energy Economics, Elsevier, vol. 109(C).
    40. Bart Los & Marcel P. Timmer & Gaaitzen J. Vries, 2015. "How Global Are Global Value Chains? A New Approach To Measure International Fragmentation," Journal of Regional Science, Wiley Blackwell, vol. 55(1), pages 66-92, January.
    41. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    42. Gideon Ndubuisi & Solomon Owusu, 2023. "Trade for catch-up: examining how global value chains participation affects productive efficiency," Journal of Productivity Analysis, Springer, vol. 59(2), pages 195-215, April.
    43. John Humphrey & Hubert Schmitz, 2002. "How does insertion in global value chains affect upgrading in industrial clusters?," Regional Studies, Taylor & Francis Journals, vol. 36(9), pages 1017-1027.
    44. Zhuqing Mao, 2022. "Global Value Chains (Gvcs) And Economic Growth: A Nonlinear Analysis," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 67(03), pages 985-1004, June.
    45. Kailan Tian & Erik Dietzenbacher & Richard Jong‐A‐Pin, 2022. "Global value chain participation and its impact on industrial upgrading," The World Economy, Wiley Blackwell, vol. 45(5), pages 1362-1385, May.
    46. Mohd Afjal & Chinnadurai Kathiravan & Leo Paul Dana & Chitra Devi Nagarajan, 2023. "The Dynamic Impact of Financial Technology and Energy Consumption on Environmental Sustainability," Sustainability, MDPI, vol. 15(12), pages 1-21, June.
    47. Shi Wang & Hua Wang, 2022. "Can Global Value Chain Participation Drive Green Upgrade in China’s Manufacturing Industry?," IJERPH, MDPI, vol. 19(19), pages 1-20, September.
    48. Manolis Manioudis & Giorgos Meramveliotakis, 2022. "Broad strokes towards a grand theory in the analysis of sustainable development: a return to the classical political economy," New Political Economy, Taylor & Francis Journals, vol. 27(5), pages 866-878, September.
    49. Stefan Pahl & Marcel P. Timmer, 2020. "Do Global Value Chains Enhance Economic Upgrading? A Long View," Journal of Development Studies, Taylor & Francis Journals, vol. 56(9), pages 1683-1705, July.
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