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Who Drives the Transition to a Renewable-Energy Economy? Multi-Actor Perspective on Social Innovation

Author

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  • Bongsuk Sung

    (Department of International Business Management, Woosong University, 171, Dongdaejeon-ro, Dong-gu, Daejeon 34606, Korea)

  • Sang-Do Park

    (Department of International Business Management, Woosong University, 171, Dongdaejeon-ro, Dong-gu, Daejeon 34606, Korea)

Abstract

This study examines how various actors influence the transition to a renewable-energy economy. We employ a conceptual framework derived from a literature review and text-mining analysis and establish a panel data model for an empirical test using unbalanced panel data from 25 member countries of the Organization for Economic Co-operation and Development (OECD), for the period from 1990 to 2014. We establish a panel vector autoregressive (VAR) model in the first differences and use a bias-corrected least squares dummy variable (LSDVC) estimator to test complex dynamic relationships between government, the public, markets, the traditional energy sector (i.e., the sector that uses nuclear power, oil, coal and natural gas as sources for electricity) and the contribution of renewables to the total energy supply. We also perform Wald tests on the coefficients of variables estimated by LSDVC estimator to determine causal relationships between the variables. The results of this study reveal that government and markets directly promote the transition to renewable energy, whereas the traditional energy sector negatively and directly affects the transition. By contrast, the public does not directly influence the transition to a renewable-energy economy. This study also shows that the government and public have positive indirect effects on the transition, by interacting with the market. We also find convincing evidence of significant dynamic-path dependence in all estimations. Finally, we discuss some implications based on the findings of this study.

Suggested Citation

  • Bongsuk Sung & Sang-Do Park, 2018. "Who Drives the Transition to a Renewable-Energy Economy? Multi-Actor Perspective on Social Innovation," Sustainability, MDPI, vol. 10(2), pages 1-32, February.
  • Handle: RePEc:gam:jsusta:v:10:y:2018:i:2:p:448-:d:130958
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    as
    1. Alain de Serres & Fabrice Murtin & Giuseppe Nicoletti, 2010. "A Framework for Assessing Green Growth Policies," OECD Economics Department Working Papers 774, OECD Publishing.
    2. Josef Hochgerner, 2012. "New Combinations of Social Practices in the Knowledge Society," Springer Books, in: Hans-Werner Franz & Josef Hochgerner & Jürgen Howaldt (ed.), Challenge Social Innovation, edition 127, pages 87-104, Springer.
    3. Sawhney, Aparna & Kahn, Matthew E., 2012. "Understanding cross-national trends in high-tech renewable power equipment exports to the United States," Energy Policy, Elsevier, vol. 46(C), pages 308-318.
    4. 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.
    5. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    6. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    7. Smith, Adrian & Stirling, Andy & Berkhout, Frans, 2005. "The governance of sustainable socio-technical transitions," Research Policy, Elsevier, vol. 34(10), pages 1491-1510, December.
    8. Peter Lewin, 2015. "Entrepreneurial opportunity as the potential to create value," The Review of Austrian Economics, Springer;Society for the Development of Austrian Economics, vol. 28(1), pages 1-15, March.
    9. D’Amato, Alessio & Mazzanti, Massimiliano & Nicolli, Francesco, 2015. "Waste and organized crime in regional environments," Resource and Energy Economics, Elsevier, vol. 41(C), pages 185-201.
    10. Jagoda, Kalinga & Lonseth, Robert & Lonseth, Adam & Jackman, Tom, 2011. "Development and commercialization of renewable energy technologies in Canada: An innovation system perspective," Renewable Energy, Elsevier, vol. 36(4), pages 1266-1271.
    11. Couttenier, Mathieu & Hatte, Sophie, 2016. "Mass media effects on non-governmental organizations," Journal of Development Economics, Elsevier, vol. 123(C), pages 57-72.
    12. Al-mulali, Usama & Fereidouni, Hassan Gholipour & Lee, Janice Ym & Sab, Che Normee Binti Che, 2013. "Examining the bi-directional long run relationship between renewable energy consumption and GDP growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 209-222.
    13. Zhang, Dayong & Cao, Hong & Zou, Peijiang, 2016. "Exuberance in China's renewable energy investment: Rationality, capital structure and implications with firm level evidence," Energy Policy, Elsevier, vol. 95(C), pages 468-478.
    14. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    15. Peter Morris & Laurie Buys & Desley Vine, 2014. "Moving from Outsider to Insider: Peer Status and Partnerships between Electricity Utilities and Residential Consumers," PLOS ONE, Public Library of Science, vol. 9(6), pages 1-8, June.
    16. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    17. Ross, S.J. & McHenry, M.P. & Whale, J., 2012. "The impact of state feed-in tariffs and federal tradable quota support policies on grid-connected small wind turbine installed capacity in Australia," Renewable Energy, Elsevier, vol. 46(C), pages 141-147.
    18. Bruno, Giovanni S.F., 2005. "Approximating the bias of the LSDV estimator for dynamic unbalanced panel data models," Economics Letters, Elsevier, vol. 87(3), pages 361-366, June.
    19. Wustenhagen, Rolf & Wolsink, Maarten & Burer, Mary Jean, 2007. "Social acceptance of renewable energy innovation: An introduction to the concept," Energy Policy, Elsevier, vol. 35(5), pages 2683-2691, May.
    20. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    21. Hiteva, Ralitsa & Sovacool, Benjamin, 2017. "Harnessing social innovation for energy justice: A business model perspective," Energy Policy, Elsevier, vol. 107(C), pages 631-639.
    22. Lisa-Britt Fischer & Jens Newig, 2016. "Importance of Actors and Agency in Sustainability Transitions: A Systematic Exploration of the Literature," Sustainability, MDPI, vol. 8(5), pages 1-21, May.
    23. James Meadowcroft, 2009. "What about the politics? Sustainable development, transition management, and long term energy transitions," Policy Sciences, Springer;Society of Policy Sciences, vol. 42(4), pages 323-340, November.
    24. Marques, António Cardoso & Fuinhas, José Alberto, 2011. "Drivers promoting renewable energy: A dynamic panel approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1601-1608, April.
    25. Popp, David & Hafner, Tamara & Johnstone, Nick, 2011. "Environmental policy vs. public pressure: Innovation and diffusion of alternative bleaching technologies in the pulp industry," Research Policy, Elsevier, vol. 40(9), pages 1253-1268.
    26. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    27. Rubio-Maya, Carlos & Uche-Marcuello, Javier & Martínez-Gracia, Amaya & Bayod-Rújula, Angel A., 2011. "Design optimization of a polygeneration plant fuelled by natural gas and renewable energy sources," Applied Energy, Elsevier, vol. 88(2), pages 449-457, February.
    28. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    29. Flavia Martinelli, 2012. "Social Innovation or Social Exclusion? Innovating Social Services in the Context of a Retrenching Welfare State," Springer Books, in: Hans-Werner Franz & Josef Hochgerner & Jürgen Howaldt (ed.), Challenge Social Innovation, edition 127, pages 169-180, Springer.
    30. Arent, Douglas J. & Wise, Alison & Gelman, Rachel, 2011. "The status and prospects of renewable energy for combating global warming," Energy Economics, Elsevier, vol. 33(4), pages 584-593, July.
    31. Μichalena, Evanthie & Hills, Jeremy M., 2016. "Stepping up but back: How EU policy reform fails to meet the needs of renewable energy actors," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 716-726.
    32. Lucy Baker & Peter Newell & Jon Phillips, 2014. "The Political Economy of Energy Transitions: The Case of South Africa," New Political Economy, Taylor & Francis Journals, vol. 19(6), pages 791-818, December.
    33. Hall, Bronwyn H. & Oriani, Raffaele, 2006. "Does the market value R&D investment by European firms? Evidence from a panel of manufacturing firms in France, Germany, and Italy," International Journal of Industrial Organization, Elsevier, vol. 24(5), pages 971-993, September.
    34. Markard, Jochen & Raven, Rob & Truffer, Bernhard, 2012. "Sustainability transitions: An emerging field of research and its prospects," Research Policy, Elsevier, vol. 41(6), pages 955-967.
    35. Sovacool, Benjamin K., 2009. "Rejecting renewables: The socio-technical impediments to renewable electricity in the United States," Energy Policy, Elsevier, vol. 37(11), pages 4500-4513, November.
    36. Geels, Frank W., 2002. "Technological transitions as evolutionary reconfiguration processes: a multi-level perspective and a case-study," Research Policy, Elsevier, vol. 31(8-9), pages 1257-1274, December.
    37. Chapman, Andrew J. & Itaoka, Kenshi, 2018. "Energy transition to a future low-carbon energy society in Japan's liberalizing electricity market: Precedents, policies and factors of successful transition," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2019-2027.
    38. Geoff Mulgan, 2012. "Social Innovation Theories: Can Theory Catch Up with Practice?," Springer Books, in: Hans-Werner Franz & Josef Hochgerner & Jürgen Howaldt (ed.), Challenge Social Innovation, edition 127, pages 19-42, Springer.
    39. Sunjoo Park, 2015. "State Renewable Energy Governance: Policy Instruments, Markets, or Citizens," Review of Policy Research, Policy Studies Organization, vol. 32(3), pages 273-296, May.
    40. Kruyt, Bert & van Vuuren, D.P. & de Vries, H.J.M. & Groenenberg, H., 2009. "Indicators for energy security," Energy Policy, Elsevier, vol. 37(6), pages 2166-2181, June.
    41. Hills, Jeremy M. & Michalena, Evanthie, 2017. "Renewable energy pioneers are threatened by EU policy reform," Renewable Energy, Elsevier, vol. 108(C), pages 26-36.
    42. Vidadili, Nurtaj & Suleymanov, Elchin & Bulut, Cihan & Mahmudlu, Ceyhun, 2017. "Transition to renewable energy and sustainable energy development in Azerbaijan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1153-1161.
    43. Geels, Frank W., 2004. "From sectoral systems of innovation to socio-technical systems: Insights about dynamics and change from sociology and institutional theory," Research Policy, Elsevier, vol. 33(6-7), pages 897-920, September.
    44. Sung, Bongsuk & Song, Woo-Yong, 2013. "Causality between public policies and exports of renewable energy technologies," Energy Policy, Elsevier, vol. 55(C), pages 95-104.
    45. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    46. Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October.
    47. Jan Rotmans & Derk Loorbach, 2009. "Complexity and Transition Management," Journal of Industrial Ecology, Yale University, vol. 13(2), pages 184-196, April.
    48. Pol, Eduardo & Ville, Simon, 2009. "Social innovation: Buzz word or enduring term?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(6), pages 878-885, December.
    49. Enrico Botta & Tomasz Koźluk, 2014. "Measuring Environmental Policy Stringency in OECD Countries: A Composite Index Approach," OECD Economics Department Working Papers 1177, OECD Publishing.
    50. Sarafidis, Vasilis & Yamagata, Takashi & Robertson, Donald, 2009. "A test of cross section dependence for a linear dynamic panel model with regressors," Journal of Econometrics, Elsevier, vol. 148(2), pages 149-161, February.
    51. Corsatea, Teodora Diana & Giaccaria, Sergio & Arántegui, Roberto Lacal, 2014. "The role of sources of finance on the development of wind technology," Renewable Energy, Elsevier, vol. 66(C), pages 140-149.
    52. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
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