IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v11y2019i22p6313-d285620.html
   My bibliography  Save this article

Dynamic Evolution of Venture Capital Network in Clean Energy Industries Based on STERGM

Author

Listed:
  • Chen Zhang

    (School of Economics and Management, Xi’an University of Technology, Xi’an 710054, China)

  • Xinghua Dang

    (School of Economics and Management, Xi’an University of Technology, Xi’an 710054, China)

  • Tao Peng

    (International School of Business & Finance, Sun Yat-sen University, Zhuhai 519082, China)

  • Chaokai Xue

    (School of Economics and Management, Xi’an University of Technology, Xi’an 710054, China)

Abstract

This paper provides a detailed description of venture capital (VC) investments in clean energy industries in China over the period 2006–2017 and explores the evolution of clean energy industry VC networks through network formation and network dissolution. Results from the separable temporal exponential-family random graph model (STERGM) show that the factors vary in their relative importance for clean energy industry VC network formation and dissolution. Specifically, governmental venture capital (GVC) and geographic proximity have strong impacts on the formation of networks but not on their dissolution. Reputation and structural embeddedness promote the formation of networks and inhibit their dissolution, and cognitive proximity is found to cause network formation while facilitating network dissolution. The results provide practical and theoretical guidance for the network development of VC firms investing in clean energy industries.

Suggested Citation

  • Chen Zhang & Xinghua Dang & Tao Peng & Chaokai Xue, 2019. "Dynamic Evolution of Venture Capital Network in Clean Energy Industries Based on STERGM," Sustainability, MDPI, vol. 11(22), pages 1-25, November.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:22:p:6313-:d:285620
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/11/22/6313/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/11/22/6313/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Yael V. Hochberg & Alexander Ljungqvist & Yang Lu, 2007. "Whom You Know Matters: Venture Capital Networks and Investment Performance," Journal of Finance, American Finance Association, vol. 62(1), pages 251-301, February.
    2. Mazzucato, Mariana & Semieniuk, Gregor, 2018. "Financing renewable energy: Who is financing what and why it matters," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 8-22.
    3. Gompers, Paul A. & Mukharlyamov, Vladimir & Xuan, Yuhai, 2016. "The cost of friendship," Journal of Financial Economics, Elsevier, vol. 119(3), pages 626-644.
    4. Ji, Qiang & Zhang, Dayong, 2019. "How much does financial development contribute to renewable energy growth and upgrading of energy structure in China?," Energy Policy, Elsevier, vol. 128(C), pages 114-124.
    5. Tom Broekel & Marcel Bednarz, 2018. "Disentangling link formation and dissolution in spatial networks: An Application of a Two-Mode STERGM to a Project-Based R&D Network in the German Biotechnology Industry," Networks and Spatial Economics, Springer, vol. 18(3), pages 677-704, September.
    6. Wang, Lanfang & Wang, Susheng, 2012. "Economic freedom and cross-border venture capital performance," Journal of Empirical Finance, Elsevier, vol. 19(1), pages 26-50.
    7. Xue, Chaokai & Jiang, Ping & Dang, Xinghua, 2019. "The dynamics of network communities and venture capital performance: Evidence from China," Finance Research Letters, Elsevier, vol. 28(C), pages 6-10.
    8. Dimov, Dimo & Milanov, Hana, 2010. "The interplay of need and opportunity in venture capital investment syndication," Journal of Business Venturing, Elsevier, vol. 25(4), pages 331-348, July.
    9. Yuejia Zhang, 2018. "Gain or pain? New evidence on mixed syndication between governmental and private venture capital firms in China," Small Business Economics, Springer, vol. 51(4), pages 995-1031, December.
    10. Ibrahim Ari & Muammer Koc, 2019. "Sustainable Financing for Sustainable Development: Agent-Based Modeling of Alternative Financing Models for Clean Energy Investments," Sustainability, MDPI, vol. 11(7), pages 1-34, April.
    11. Mihaela Simionescu & Yuriy Bilan & Emília Krajňáková & Dalia Streimikiene & Stanisław Gędek, 2019. "Renewable Energy in the Electricity Sector and GDP per Capita in the European Union," Energies, MDPI, vol. 12(13), pages 1-15, June.
    12. Du, Qianqian, 2016. "Birds of a feather or celebrating differences? The formation and impacts of venture capital syndication," Journal of Empirical Finance, Elsevier, vol. 39(PA), pages 1-14.
    13. Yang, Song & Li, Yuanqin & Wang, Xingzhou, 2018. "Cohesiveness or competitiveness: Venture capital syndication networks and firms' performance in China," Journal of Business Research, Elsevier, vol. 91(C), pages 295-303.
    14. Barroco, Jose & Herrera, Maria, 2019. "Clearing barriers to project finance for renewable energy in developing countries: A Philippines case study," Energy Policy, Elsevier, vol. 135(C).
    15. Criscuolo, Chiara & Menon, Carlo, 2015. "Environmental policies and risk finance in the green sector: Cross-country evidence," Energy Policy, Elsevier, vol. 83(C), pages 38-56.
    16. Gaddy, Benjamin E. & Sivaram, Varun & Jones, Timothy B. & Wayman, Libby, 2017. "Venture Capital and Cleantech: The wrong model for energy innovation," Energy Policy, Elsevier, vol. 102(C), pages 385-395.
    17. Pavel N. Krivitsky & Mark S. Handcock, 2014. "A separable model for dynamic networks," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 76(1), pages 29-46, January.
    18. Bruce Kogut & Pietro Urso & Gordon Walker, 2007. "Emergent Properties of a New Financial Market: American Venture Capital Syndication, 1960-2005," Management Science, INFORMS, vol. 53(7), pages 1181-1198, July.
    19. Bart Nooteboom, 2000. "Learning by Interaction: Absorptive Capacity, Cognitive Distance and Governance," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 4(1), pages 69-92, March.
    20. Zhang, Yuejia & Mayes, David Geoffrey, 2018. "The performance of governmental venture capital firms: A life cycle perspective and evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 48(C), pages 162-185.
    21. Shikhar Ghosh & Ramana Nanda, 2010. "Venture Capital Investment in the Clean Energy Sector," Harvard Business School Working Papers 11-020, Harvard Business School.
    22. Mikko Jääskeläinen & Markku Maula & Tuukka Seppä, 2006. "Allocation of Attention to Portfolio Companies and the Performance of Venture Capital Firms," Entrepreneurship Theory and Practice, , vol. 30(2), pages 185-206, March.
    23. Xuan Tian, 2011. "The Role of Venture Capital Syndication in Value Creation for Entrepreneurial Firms," Review of Finance, European Finance Association, vol. 16(1), pages 245-283.
    24. Hofman, Daan M. & Huisman, Ronald, 2012. "Did the financial crisis lead to changes in private equity investor preferences regarding renewable energy and climate policies?," Energy Policy, Elsevier, vol. 47(C), pages 111-116.
    25. Cumming, Douglas & Henriques, Irene & Sadorsky, Perry, 2016. "‘Cleantech’ venture capital around the world," International Review of Financial Analysis, Elsevier, vol. 44(C), pages 86-97.
    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. Gu, Jing & Zhang, Fujuan & Xu, Xun & Xue, Chaokai, 2023. "Stay or switch? The impact of venture capitalists' movement across network communities on enterprises’ innovation performance," Technovation, Elsevier, vol. 125(C).
    2. Ruling Zhang & Killian J. McCarthy & Xiao Wang & Zengrui Tian, 2021. "How Does Network Structure Impact Follow-On Financing through Syndication? Evidence from the Renewable Energy Industry," Sustainability, MDPI, vol. 13(7), pages 1-23, April.
    3. Kei, Yik Lun & Chen, Yanzhen & Madrid Padilla, Oscar Hernan, 2023. "A partially separable model for dynamic valued networks," Computational Statistics & Data Analysis, Elsevier, vol. 187(C).

    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. Ruling Zhang & Killian J. McCarthy & Xiao Wang & Zengrui Tian, 2021. "How Does Network Structure Impact Follow-On Financing through Syndication? Evidence from the Renewable Energy Industry," Sustainability, MDPI, vol. 13(7), pages 1-23, April.
    2. Soh Young In & Ashby H. B. Monk & Janelle Knox-Hayes, 2020. "Financing Energy Innovation: The Need for New Intermediaries in Clean Energy," Sustainability, MDPI, vol. 12(24), pages 1-25, December.
    3. Gu, Jing & Zhang, Fujuan & Xu, Xun & Xue, Chaokai, 2023. "Stay or switch? The impact of venture capitalists' movement across network communities on enterprises’ innovation performance," Technovation, Elsevier, vol. 125(C).
    4. Polzin, Friedemann & Sanders, Mark, 2020. "How to finance the transition to low-carbon energy in Europe?," Energy Policy, Elsevier, vol. 147(C).
    5. Humphery-Jenner, Mark & Suchard, Jo-Ann, 2013. "Foreign VCs and venture success: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 21(C), pages 16-35.
    6. Bing Liu & Hui Jiang, 2019. "Are Distances Barriers to Sustainability for Venture Capital Syndication?," Sustainability, MDPI, vol. 11(15), pages 1-18, July.
    7. Du, Qunyang & Li, Zhongyuan & Du, Min & Yang, Tianle, 2024. "Government venture capital and innovation performance in alternative energy production: The moderating role of environmental regulation and capital market activity," Energy Economics, Elsevier, vol. 129(C).
    8. Jie Ren & Jar-Der Luo & Ke Rong, 2020. "How Do Venture Capitals Build Up Syndication Ecosystems for Sustainable Development?," Sustainability, MDPI, vol. 12(11), pages 1-14, May.
    9. Yuejia Zhang, 2018. "Gain or pain? New evidence on mixed syndication between governmental and private venture capital firms in China," Small Business Economics, Springer, vol. 51(4), pages 995-1031, December.
    10. Gaonkar, Shweta & Mele, Angelo, 2023. "A model of inter-organizational network formation," Journal of Economic Behavior & Organization, Elsevier, vol. 214(C), pages 82-104.
    11. Nicolas Bédu & Olivier Brossard & Matthieu Montalban, 2024. "Proximity relations and the fate of VC-backed startups: Evidence from a global 33-year-long dataset," Journal of Evolutionary Economics, Springer, vol. 34(2), pages 429-464, April.
    12. Wang, Pengfei, 2017. "Syndication and Foreignness: Venture Capital Investments in Emerging and Developed Markets," Journal of International Management, Elsevier, vol. 23(1), pages 1-15.
    13. Liu, Yu & Maula, Markku, 2021. "Contextual status effects: The performance effects of host-country network status and regulatory institutions in cross-border venture capital," Research Policy, Elsevier, vol. 50(5).
    14. Köppl-Turyna, Monika & Köppl, Stefan & Bittó, Virág, 2022. "Herausforderungen in der Finanzierung der Energiewende und Rolle des Risikokapitals," Policy Notes 51, EcoAustria – Institute for Economic Research.
    15. Riehl, Kevin & Kiesel, Florian & Schiereck, Dirk, 2022. "Political and Socioeconomic Factors That Determine the Financial Outcome of Successful Green Innovation," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 132099, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    16. Khavul, Susanna & Deeds, David, 2016. "The Evolution of Initial Co-investment Syndications in an Emerging Venture Capital Market," Journal of International Management, Elsevier, vol. 22(3), pages 280-293.
    17. Basu, Sandip & Phelps, Corey & Kotha, Suresh, 2011. "Towards understanding who makes corporate venture capital investments and why," Journal of Business Venturing, Elsevier, vol. 26(2), pages 153-171, March.
    18. Jin, Wei & Ding, Wen & Yang, Jun, 2022. "Impact of financial incentives on green manufacturing: Loan guarantee vs. interest subsidy," European Journal of Operational Research, Elsevier, vol. 300(3), pages 1067-1080.
    19. Fu, Hui & Qi, Huilan & An, Yunbi, 2024. "When do venture capital and startups team up? Matching matters," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
    20. Abiola John Asaleye & Charity Aremu & Adedoyin Isola Lawal & Adeyemi A. Ogundipe & Henry Inegbedion & Olabisi Popoola & Adewara Sunday & Olusegun Barnabas Obasaju, 2019. "Oil Price Shock and Macroeconomic Performance in Nigeria: Implication on Employment," International Journal of Energy Economics and Policy, Econjournals, vol. 9(5), pages 451-457.

    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:11:y:2019:i:22:p:6313-:d:285620. 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.