IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i18p13835-d1241684.html
   My bibliography  Save this article

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

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/18/13835/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/18/13835/
    Download Restriction: no
    ---><---

    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. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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).
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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).
    19. 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.
    20. 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.
    21. 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.
    22. László Halpern & Miklós Koren & Adam Szeidl, 2015. "Imported Inputs and Productivity," American Economic Review, American Economic Association, vol. 105(12), pages 3660-3703, December.
    23. 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.
    24. 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.
    25. 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.
    26. Wang, Wenxiao & Thangavelu, Shandre & Lin, Faqin, 2021. "Global value chains, firms, and wage inequality: Evidence from China," China Economic Review, Elsevier, vol. 66(C).
    27. Dani Rodrik, 2018. "New Technologies, Global Value Chains, and the Developing Economies," CESifo Working Paper Series 7307, CESifo.
    28. 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).
    29. N. Gregory Mankiw & David Romer & David Weil, 1990. "A Contribution to the Empirics of Economic Growth," Working Papers 1990-24, Brown University, Department of Economics.
    30. 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.
    31. 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.
    32. 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.
    33. 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.
    34. Daria Taglioni & Deborah Winkler, 2016. "Making Global Value Chains Work for Development," World Bank Publications - Books, The World Bank Group, number 24426, December.
    35. 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.
    36. 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.
    37. 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).
    38. 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.
    39. 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.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. 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.
    45. 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.
    46. 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.
    47. 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.
    48. 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.
    49. 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.
    50. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Shan Feng & Shuguang Liu, 2023. "Does AI Application Matter in Promoting Carbon Productivity? Fresh Evidence from 30 Provinces in China," Sustainability, MDPI, vol. 15(23), pages 1-19, November.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Nenci, Silvia & Fusacchia, Ilaria & Giunta, Anna & Montalbano, Pierluigi & Pietrobelli, Carlo, 2022. "Mapping global value chain participation and positioning in agriculture and food: stylised facts, empirical evidence and critical issues," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 11(2), July.
    2. Can Li & Qi He & Han Ji, 2023. "Can Global Value Chain Upgrading Promote Regional Economic Growth? Empirical Evidence and Mechanism Analysis Based on City-Level Panel Data in China," Sustainability, MDPI, vol. 15(15), pages 1-22, July.
    3. F. Colozza & R. Boschma & A. Morrison & C. Pietrobelli, 2021. "The importance of global value chains and regional capabilities for the economic complexity of EU-regions," Papers in Evolutionary Economic Geography (PEEG) 2139, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Dec 2021.
    4. Lorenzo Cresti & Maria Enrica Virgillito, 2023. "Weak sectors and weak ties? Labour dependence and asymmetric positioning in GVCs," LEM Papers Series 2023/10, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    5. Zicheng Ma & Liang Wang & Xin Zheng & Jianqi Zhang, 2022. "National Innovation Systems and Global Value Chain Participation: The Role of Entrepreneurship," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(2), pages 897-920, April.
    6. 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.
    7. Marcato, Marilia Bassetti & Dweck, Esther & Montanha, Rafael, 2022. "The densification of Chinese production chains in the context of vertically fragmented production," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 75-89.
    8. Montalbano, Pierluigi & Nenci, Silvia, 2022. "Does global value chain participation and positioning in the agriculture and food sectors affect economic performance? A global assessment," Food Policy, Elsevier, vol. 108(C).
    9. Chao Wang & Wenyu Zhang & Bing Li, 2023. "Analysis of Country Economic Growth Based on Industries Chain Position," Sustainability, MDPI, vol. 15(21), pages 1-15, November.
    10. Marília Bassetti Marcato, 2023. "Regional Dynamics in Global Production Sharing: Evidence from “Factory South America”," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 35(5), pages 1173-1196, October.
    11. 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.
    12. Tsakanikas, Aggelos & Roth, Felix & Caliò, Simone & Caloghirou, Yannis & Dimas, Petros, 2020. "The contribution of intangible inputs and participation in global value chains to productivity performance – Evidence from the EU-28, 2000-2014," Hamburg Discussion Papers in International Economics 5, University of Hamburg, Department of Economics.
    13. Gideon Ndubuisi & Solomon Owusu, 2021. "How important is GVC participation to export upgrading?," The World Economy, Wiley Blackwell, vol. 44(10), pages 2887-2908, October.
    14. Inaki Arto & Erik Dietzenbacher & Jose Manuel Rueda-Cantuche, 2019. "Measuring bilateral trade in terms of value added," JRC Research Reports JRC116694, Joint Research Centre.
    15. Pleticha, Petr, 2021. "Who Benefits from Global Value Chain Participation? Does Functional Specialization Matter?," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 291-299.
    16. Pierluigi Montalbano & Silvia Nenci & Carlo Pietrobelli, 2018. "Opening and linking up: firms, GVCs, and productivity in Latin America," Small Business Economics, Springer, vol. 50(4), pages 917-935, April.
    17. Bhushan Praveen Jangam & Badri Narayan Rath, 2020. "Cross-country convergence in global value chains: Evidence from club convergence analysis," International Economics, CEPII research center, issue 163, pages 134-146.
    18. 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.
    19. Marilia Marcato & Carolina Baltar & Fernando Sarti, 2019. "International competitiveness in a vertically fragmented production structure: empirical challenges and evidence," Economics Bulletin, AccessEcon, vol. 39(2), pages 876-893.
    20. Dutta, Sourish, 2018. "Framework of Learning and Upgrading in Global Value Chains," EconStor Preprints 237381, ZBW - Leibniz Information Centre for Economics.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2023:i:18:p:13835-:d:1241684. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.