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The Causality between Participation in GVCs, Renewable Energy Consumption and CO 2 Emissions


  • Zhiheng Wu

    (College of Economics and Management, Shandong University of Science and Technology, Qingdao 266590, China)

  • Guisheng Hou

    (College of Economics and Management, Shandong University of Science and Technology, Qingdao 266590, China)

  • Baogui Xin

    (College of Economics and Management, Shandong University of Science and Technology, Qingdao 266590, China)


Using the panel vector autoregressive (PVAR) model accompanied by the system-generalized method of moment (System-GMM) approach, this paper investigates the dynamic causality between participation in global value chains (GVCs), renewable energy consumption and carbon dioxide (CO 2 ) emissions throughout 1990–2015 for 172 countries. The results show that participation in GVCs negatively causes renewable energy consumption except for the Middle East and North America (MENA) and sub-Saharan Africa. Second, except for the Asia–Pacific region and globally, participation in GVCs has no causal impact on CO 2 emissions, and participation in GVCs has a positive effect on CO 2 emissions in the Asia–Pacific region and globally. Third, except for globally and sub-Saharan Africa, CO 2 emissions have no causal impact on participation in GVCs; however, CO 2 emissions hurt participation in GVCs globally and in the sub-Saharan African region. Forth, renewable energy consumption positively causes participation in GVCs in MENA, while renewable energy consumption does not cause participation in GVCs globally and in other regions. Fifth, there is no causality between CO 2 emissions and renewable energy consumption both at the global and regional levels. Several policy implications are proposed and discussed for promoting participation in GVCs and improving the environment.

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  • Zhiheng Wu & Guisheng Hou & Baogui Xin, 2020. "The Causality between Participation in GVCs, Renewable Energy Consumption and CO 2 Emissions," Sustainability, MDPI, vol. 12(3), pages 1-26, February.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:3:p:1237-:d:318182

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    References listed on IDEAS

    1. Vilas Pathikonda & Thomas Farole, 2017. "The Capabilities Driving Participation in Global Value Chains," Journal of International Commerce, Economics and Policy (JICEP), World Scientific Publishing Co. Pte. Ltd., vol. 8(01), pages 1-26, February.
    2. Ben Jebli, Mehdi & Ben Youssef, Slim, 2015. "The environmental Kuznets curve, economic growth, renewable and non-renewable energy, and trade in Tunisia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 173-185.
    3. Deschenes, Olivier, 2014. "Temperature, human health, and adaptation: A review of the empirical literature," Energy Economics, Elsevier, vol. 46(C), pages 606-619.
    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. Liu, Huizheng & Zong, Zhe & Hynes, Kate & De Bruyne, Karolien, 2020. "Can China reduce the carbon emissions of its manufacturing exports by moving up the global value chain?," Research in International Business and Finance, Elsevier, vol. 51(C).
    6. Amendolagine, Vito & Presbitero, Andrea F. & Rabellotti, Roberta & Sanfilippo, Marco, 2019. "Local sourcing in developing countries: The role of foreign direct investments and global value chains," World Development, Elsevier, vol. 113(C), pages 73-88.
    7. Kaltenegger, Oliver & Löschel, Andreas & Pothen, Frank, 2017. "The effect of globalisation on energy footprints: Disentangling the links of global value chains," Energy Economics, Elsevier, vol. 68(S1), pages 148-168.
    8. Mundaca, Gabriela, 2017. "How much can CO2 emissions be reduced if fossil fuel subsidies are removed?," Energy Economics, Elsevier, vol. 64(C), pages 91-104.
    9. Al-Mulali, Usama & Ozturk, Ilhan, 2016. "The investigation of environmental Kuznets curve hypothesis in the advanced economies: The role of energy prices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1622-1631.
    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. Michael R.M. Abrigo & Inessa Love, 2016. "Estimation of Panel Vector Autoregression in Stata: a Package of Programs," Working Papers 201602, University of Hawaii at Manoa, Department of Economics.
    12. Shuai, Chenyang & Shen, Liyin & Jiao, Liudan & Wu, Ya & Tan, Yongtao, 2017. "Identifying key impact factors on carbon emission: Evidences from panel and time-series data of 125 countries from 1990 to 2011," Applied Energy, Elsevier, vol. 187(C), pages 310-325.
    13. Jiang, Xuemei & Green, Christopher, 2017. "The Impact on Global Greenhouse Gas Emissions of Geographic Shifts in Global Supply Chains," Ecological Economics, Elsevier, vol. 139(C), pages 102-114.
    14. Chiou, Tzu-Yun & Chan, Hing Kai & Lettice, Fiona & Chung, Sai Ho, 2011. "The influence of greening the suppliers and green innovation on environmental performance and competitive advantage in Taiwan," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 822-836.
    15. Del Prete, Davide & Giovannetti, Giorgia & Marvasi, Enrico, 2018. "Global value chains: New evidence for North Africa," International Economics, Elsevier, vol. 153(C), pages 42-54.
    16. Bölük, Gülden & Mert, Mehmet, 2014. "Fossil & renewable energy consumption, GHGs (greenhouse gases) and economic growth: Evidence from a panel of EU (European Union) countries," Energy, Elsevier, vol. 74(C), pages 439-446.
    17. Guillaume Daudin & Christine Rifflart & Danielle Schweisguth, 2011. "Who produces for whom in the world economy?," Canadian Journal of Economics, Canadian Economics Association, vol. 44(4), pages 1403-1437, November.
    18. Sinha, Avik & Shahbaz, Muhammad, 2018. "Estimation of Environmental Kuznets Curve for CO2 emission: Role of renewable energy generation in India," Renewable Energy, Elsevier, vol. 119(C), pages 703-711.
    19. Amira Khattak & Christina Stringer, 2017. "Environmental Upgrading in Pakistan's Sporting Goods Industry in Global Value Chains: A Question of Progress?," Business & Economic Review, Institute of Management Sciences, Peshawar, Pakistan, vol. 9(1), pages 43-64, March.
    20. Gosens, Jorrit & Lu, Yonglong, 2013. "From lagging to leading? Technological innovation systems in emerging economies and the case of Chinese wind power," Energy Policy, Elsevier, vol. 60(C), pages 234-250.
    21. Dong, Kangyin & Sun, Renjin & Hochman, Gal, 2017. "Do natural gas and renewable energy consumption lead to less CO2 emission? Empirical evidence from a panel of BRICS countries," Energy, Elsevier, vol. 141(C), pages 1466-1478.
    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. 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.
    24. Salim, Ruhul A. & Rafiq, Shuddhasattwa, 2012. "Why do some emerging economies proactively accelerate the adoption of renewable energy?," Energy Economics, Elsevier, vol. 34(4), pages 1051-1057.
    25. de Vries, Gaaitzen J. & Ferrarini, Benno, 2017. "What Accounts for the Growth of Carbon Dioxide Emissions in Advanced and Emerging Economies? The Role of Consumption, Technology and Global Supply Chain Participation," Ecological Economics, Elsevier, vol. 132(C), pages 213-223.
    26. Charfeddine, Lanouar & Kahia, Montassar, 2019. "Impact of renewable energy consumption and financial development on CO2 emissions and economic growth in the MENA region: A panel vector autoregressive (PVAR) analysis," Renewable Energy, Elsevier, vol. 139(C), pages 198-213.
    27. Menyah, Kojo & Wolde-Rufael, Yemane, 2010. "CO2 emissions, nuclear energy, renewable energy and economic growth in the US," Energy Policy, Elsevier, vol. 38(6), pages 2911-2915, June.
    28. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    29. Ferrarini , Benno & de Vries , Gaaitzen J., 2015. "What Accounts for the Growth of Carbon Dioxide Emissions in Advanced and Emerging Economies? The Role of Consumption, Technology, and Global Supply Chain Trade," ADB Economics Working Paper Series 458, Asian Development Bank.
    30. Bhattacharya, Mita & Awaworyi Churchill, Sefa & Paramati, Sudharshan Reddy, 2017. "The dynamic impact of renewable energy and institutions on economic output and CO2 emissions across regions," Renewable Energy, Elsevier, vol. 111(C), pages 157-167.
    31. Dong, Kangyin & Sun, Renjin & Li, Hui & Liao, Hua, 2018. "Does natural gas consumption mitigate CO2 emissions: Testing the environmental Kuznets curve hypothesis for 14 Asia-Pacific countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 419-429.
    32. Zoundi, Zakaria, 2017. "CO2 emissions, renewable energy and the Environmental Kuznets Curve, a panel cointegration approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 1067-1075.
    33. Pérez, Karen & González-Araya, Marcela C. & Iriarte, Alfredo, 2017. "Energy and GHG emission efficiency in the Chilean manufacturing industry: Sectoral and regional analysis by DEA and Malmquist indexes," Energy Economics, Elsevier, vol. 66(C), pages 290-302.
    34. Love, Inessa & Zicchino, Lea, 2006. "Financial development and dynamic investment behavior: Evidence from panel VAR," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(2), pages 190-210, May.
    35. Olga Memedovic & Lauri Ojala & Jean-Paul Rodrigue & Tapio Naula, 2008. "Fuelling the global value chains: what role for logistics capabilities?," International Journal of Technological Learning, Innovation and Development, Inderscience Enterprises Ltd, vol. 1(3), pages 353-374.
    36. Michael R. M. Abrigo & Inessa Love, 2016. "Estimation of panel vector autoregression in Stata," Stata Journal, StataCorp LP, vol. 16(3), pages 778-804, September.
    37. Manning, Stephan & Boons, Frank & von Hagen, Oliver & Reinecke, Juliane, 2012. "National contexts matter: The co-evolution of sustainability standards in global value chains," Ecological Economics, Elsevier, vol. 83(C), pages 197-209.
    38. Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Roubaud, David & Farhani, Sahbi, 2018. "How economic growth, renewable electricity and natural resources contribute to CO2 emissions?," Energy Policy, Elsevier, vol. 113(C), pages 356-367.
    39. Jiansuo Pei & Bo Meng & Fei Wang & Jinjun Xue & Zhongxiu Zhao, 2018. "Production Sharing, Demand Spillovers And Co2 Emissions: The Case Of Chinese Regions In Global Value Chains," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 63(02), pages 275-293, March.
    40. Sun, Chuanwang & Li, Zhi & Ma, Tiemeng & He, Runyong, 2019. "Carbon efficiency and international specialization position: Evidence from global value chain position index of manufacture," Energy Policy, Elsevier, vol. 128(C), pages 235-242.
    41. Jean Balié & Davide Del Prete & Emiliano Magrini & Pierluigi Montalbano & Silvia Nenci, 2019. "Does Trade Policy Impact Food and Agriculture Global Value Chain Participation of Sub-Saharan African Countries?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(3), pages 773-789.
    42. Khee Giap Tan & Luu Nguyen Trieu Duong & Hui Yin Chuah, 2019. "Impact of exchange rates on ASEAN's trade in the era of global value chains: An empirical assessment," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 28(7), pages 873-901, October.
    43. Mohamed Akli Achabou & Sihem Dekhili & Mohamed Hamdoun, 2017. "Environmental Upgrading of Developing Country Firms in Global Value Chains," Business Strategy and the Environment, Wiley Blackwell, vol. 26(2), pages 224-238, February.
    44. Liu, Hongxun & Li, Jianglong & Long, Houyin & Li, Zhi & Le, Canyu, 2018. "Promoting energy and environmental efficiency within a positive feedback loop: Insights from global value chain," Energy Policy, Elsevier, vol. 121(C), pages 175-184.
    45. Nicky J. Welton & Howard H. Z. Thom, 2015. "Value of Information," Medical Decision Making, , vol. 35(5), pages 564-566, July.
    46. Robert Koopman & William Powers & Zhi Wang & Shang-Jin Wei, 2010. "Give Credit Where Credit Is Due: Tracing Value Added in Global Production Chains," NBER Working Papers 16426, National Bureau of Economic Research, Inc.
    47. Bi, Kexin & Huang, Ping & Ye, Hui, 2015. "Risk identification, evaluation and response of low-carbon technological innovation under the global value chain: A case of the Chinese manufacturing industry," Technological Forecasting and Social Change, Elsevier, vol. 100(C), pages 238-248.
    48. Hauknes, Johan & Knell, Mark, 2009. "Embodied knowledge and sectoral linkages: An input-output approach to the interaction of high- and low-tech industries," Research Policy, Elsevier, vol. 38(3), pages 459-469, April.
    49. Wang, Changjian & Wang, Fei & Zhang, Xinlin & Yang, Yu & Su, Yongxian & Ye, Yuyao & Zhang, Hongou, 2017. "Examining the driving factors of energy related carbon emissions using the extended STIRPAT model based on IPAT identity in Xinjiang," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 51-61.
    50. Dogan, Eyup & Seker, Fahri, 2016. "Determinants of CO2 emissions in the European Union: The role of renewable and non-renewable energy," Renewable Energy, Elsevier, vol. 94(C), pages 429-439.
    51. Johnson, Robert C. & Noguera, Guillermo, 2012. "Accounting for intermediates: Production sharing and trade in value added," Journal of International Economics, Elsevier, vol. 86(2), pages 224-236.
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