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Network-driven positive externalities in clean energy technology production: the case of energy efficiency in the EU residential sector

Author

Listed:
  • Valeria Costantini

    (University of Roma Tre
    SEEDS)

  • Valerio Leone Sciabolazza

    (Sapienza University of Rome)

  • Elena Paglialunga

    (University of Urbino
    SEEDS)

Abstract

In this paper, we propose a model of national innovation production that formalizes the role of trade partnerships as a channel of knowledge spillovers across countries. The model is used to investigate the energy efficiency technological domain in the European Union (EU) using a panel database covering 19 EU countries for the time span 1990–2015. The model is estimated by using a novel empirical strategy which allows to assess the knowledge spillover effects benefiting a country depending on its relative position in the trade network, and correct for common endogeneity concerns. We show that being central in the trade network is a significant determinant of a country’s innovative performance, and that learning-by-exporting mechanisms are responsible for increased innovation performances. We further reveal that neglecting network effects may significantly reduce our understanding of domestic innovation patterns. Finally, we find that the benefits obtained from knowledge diffusion varies with the domestic absorptive capacity and policy mix composition. Our main implication is that policy design informed by network-based case studies could help maximizing the exploitation of positive knowledge spillovers.

Suggested Citation

  • Valeria Costantini & Valerio Leone Sciabolazza & Elena Paglialunga, 2023. "Network-driven positive externalities in clean energy technology production: the case of energy efficiency in the EU residential sector," The Journal of Technology Transfer, Springer, vol. 48(2), pages 716-748, April.
  • Handle: RePEc:kap:jtecht:v:48:y:2023:i:2:d:10.1007_s10961-022-09928-y
    DOI: 10.1007/s10961-022-09928-y
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    as
    1. Konno, Tomohiko, 2016. "Knowledge spillover processes as complex networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 462(C), pages 1207-1214.
    2. Love, James H. & Ganotakis, Panagiotis, 2013. "Learning by exporting: Lessons from high-technology SMEs," International Business Review, Elsevier, vol. 22(1), pages 1-17.
    3. Corinne Autant-Bernard, 2012. "Spatial Econometrics of Innovation: Recent Contributions and Research Perspectives," Spatial Economic Analysis, Taylor & Francis Journals, vol. 7(4), pages 403-419, December.
    4. Rinaldo Evangelista & Valentina Meliciani & Antonio Vezzani, 2018. "Specialisation in key enabling technologies and regional growth in Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(3), pages 273-289, April.
    5. Jan De Loecker, 2013. "Detecting Learning by Exporting," American Economic Journal: Microeconomics, American Economic Association, vol. 5(3), pages 1-21, August.
    6. Nicolò Barbieri & Claudia Ghisetti & Marianna Gilli & Giovanni Marin & Francesco Nicolli, 2016. "A Survey Of The Literature On Environmental Innovation Based On Main Path Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 30(3), pages 596-623, July.
    7. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    8. Antoine Dechezleprêtre & Matthieu Glachant, 2014. "Does Foreign Environmental Policy Influence Domestic Innovation? Evidence from the Wind Industry," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 58(3), pages 391-413, July.
    9. Nick Johnstone & Ivan Haščič & David Popp, 2010. "Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 133-155, January.
    10. repec:fth:harver:1473 is not listed on IDEAS
    11. Jarno Hoekman & Koen Frenken & Frank Oort, 2009. "The geography of collaborative knowledge production in Europe," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(3), pages 721-738, September.
    12. Kim, Jeeeun & Lee, Sungjoo, 2015. "Patent databases for innovation studies: A comparative analysis of USPTO, EPO, JPO and KIPO," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 332-345.
    13. Laura Bottazzi & Giovanni Peri, 2007. "The International Dynamics of R&D and Innovation in the Long Run and in The Short Run," Economic Journal, Royal Economic Society, vol. 117(518), pages 486-511, March.
    14. Ellen Enkel & Annika Groemminger & Sebastian Heil, 2018. "Managing technological distance in internal and external collaborations: absorptive capacity routines and social integration for innovation," The Journal of Technology Transfer, Springer, vol. 43(5), pages 1257-1290, October.
    15. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    16. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    17. Soete, Luc, 1987. "The impact of technological innovation on international trade patterns: The evidence reconsidered," Research Policy, Elsevier, vol. 16(2-4), pages 101-130, August.
    18. Matthew O. Jackson & Brian W. Rogers & Yves Zenou, 2017. "The Economic Consequences of Social-Network Structure," Journal of Economic Literature, American Economic Association, vol. 55(1), pages 49-95, March.
    19. Karyne B. Charbonneau, 2017. "Multiple fixed effects in binary response panel data models," Econometrics Journal, Royal Economic Society, vol. 20(3), pages 1-13, October.
    20. Lin, Chinho & Chang, Chia-Chi, 2015. "The effect of technological diversification on organizational performance: An empirical study of S&P 500 manufacturing firms," Technological Forecasting and Social Change, Elsevier, vol. 90(PB), pages 575-586.
    21. Elena Verdolini & Marzio Galeotti, 2009. "At Home and Abroad: An Empirical Analysis of Innovation and Diffusion in Energy-Efficient Technologies," Working Papers 2009.123, Fondazione Eni Enrico Mattei.
    22. Claudio Fassio, 2018. "Export-led innovation: the role of export destinations," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 149-171.
    23. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    24. Bryan S. Graham, 2017. "An econometric model of network formation with degree heterogeneity," CeMMAP working papers 08/17, Institute for Fiscal Studies.
    25. Noailly, Joëlle, 2012. "Improving the energy efficiency of buildings: The impact of environmental policy on technological innovation," Energy Economics, Elsevier, vol. 34(3), pages 795-806.
    26. Peters, Michael & Schneider, Malte & Griesshaber, Tobias & Hoffmann, Volker H., 2012. "The impact of technology-push and demand-pull policies on technical change – Does the locus of policies matter?," Research Policy, Elsevier, vol. 41(8), pages 1296-1308.
    27. Gourab Ghoshal & Albert-László Barabási, 2011. "Ranking stability and super-stable nodes in complex networks," Nature Communications, Nature, vol. 2(1), pages 1-7, September.
    28. Rogge, Karoline S. & Reichardt, Kristin, 2016. "Policy mixes for sustainability transitions: An extended concept and framework for analysis," Research Policy, Elsevier, vol. 45(8), pages 1620-1635.
    29. García, Francisco & Avella, Lucía & Fernández, Esteban, 2012. "Learning from exporting: The moderating effect of technological capabilities," International Business Review, Elsevier, vol. 21(6), pages 1099-1111.
    30. Pierre-Alexandre Balland & Ron Boschma & Joan Crespo & David L. Rigby, 2019. "Smart specialization policy in the European Union: relatedness, knowledge complexity and regional diversification," Regional Studies, Taylor & Francis Journals, vol. 53(9), pages 1252-1268, September.
    31. Ho, Chun-Yu & Wang, Wei & Yu, Jihai, 2018. "International knowledge spillover through trade: A time-varying spatial panel data approach," Economics Letters, Elsevier, vol. 162(C), pages 30-33.
    32. Bronwyn H. Hall, 2005. "A Note on the Bias in Herfindahl-Type Measures Based on Count Data," Revue d'Économie Industrielle, Programme National Persée, vol. 110(1), pages 149-156.
    33. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    34. Kim, Jungho & Lee, Chang-Yang & Cho, Yunok, 2016. "Technological diversification, core-technology competence, and firm growth," Research Policy, Elsevier, vol. 45(1), pages 113-124.
    35. Paula Bustos, 2011. "Trade Liberalization, Exports, and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinian Firms," American Economic Review, American Economic Association, vol. 101(1), pages 304-340, February.
    36. Emanuele Pugliese & Guido L Chiarotti & Andrea Zaccaria & Luciano Pietronero, 2017. "Complex Economies Have a Lateral Escape from the Poverty Trap," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-18, January.
    37. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    38. Alla Lileeva & Daniel Trefler, 2010. "Improved Access to Foreign Markets Raises Plant-level Productivity…For Some Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1051-1099.
    39. Sandro Montresor & Francesco Quatraro, 2020. "Green technologies and Smart Specialisation Strategies: a European patent-based analysis of the intertwining of technological relatedness and key enabling technologies," Regional Studies, Taylor & Francis Journals, vol. 54(10), pages 1354-1365, October.
    40. Mancusi, Maria Luisa, 2008. "International spillovers and absorptive capacity: A cross-country cross-sector analysis based on patents and citations," Journal of International Economics, Elsevier, vol. 76(2), pages 155-165, December.
    41. Robert Salomon & Byungchae Jin, 2008. "Does knowledge spill to leaders or laggards? Exploring industry heterogeneity in learning by exporting," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 39(1), pages 132-150, January.
    42. Elvira Uyarra & Jens Sörvik & Inger Midtkandal, 2014. "Inter-regional Collaboration in Research and Innovation Strategies for Smart Specialisation (RIS3). S3 Working Paper Series no 6/2014," JRC Research Reports JRC91963, Joint Research Centre.
    43. Sandro Montresor & Francesco Quatraro, 2017. "Regional Branching and Key Enabling Technologies: Evidence from European Patent Data," Economic Geography, Taylor & Francis Journals, vol. 93(4), pages 367-396, August.
    44. Liu, Xiaohui & Buck, Trevor, 2007. "Innovation performance and channels for international technology spillovers: Evidence from Chinese high-tech industries," Research Policy, Elsevier, vol. 36(3), pages 355-366, April.
    45. Quintana-Garci­a, Cristina & Benavides-Velasco, Carlos A., 2008. "Innovative competence, exploration and exploitation: The influence of technological diversification," Research Policy, Elsevier, vol. 37(3), pages 492-507, April.
    46. Dechezleprêtre, Antoine & Neumayer, Eric & Perkins, Richard, 2015. "Environmental regulation and the cross-border diffusion of new technology: Evidence from automobile patents," Research Policy, Elsevier, vol. 44(1), pages 244-257.
    47. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    48. Strunz, Sebastian, 2014. "The German energy transition as a regime shift," Ecological Economics, Elsevier, vol. 100(C), pages 150-158.
    49. Nill, Jan & Kemp, Ren, 2009. "Evolutionary approaches for sustainable innovation policies: From niche to paradigm?," Research Policy, Elsevier, vol. 38(4), pages 668-680, May.
    50. Verdolini, Elena & Galeotti, Marzio, 2011. "At home and abroad: An empirical analysis of innovation and diffusion in energy technologies," Journal of Environmental Economics and Management, Elsevier, vol. 61(2), pages 119-134, March.
    51. Timo Mitze & Teemu Makkonen, 2020. "When interaction matters: the contingent effects of spatial knowledge spillovers and internal R&I on firm productivity," The Journal of Technology Transfer, Springer, vol. 45(4), pages 1088-1120, August.
    52. Costantini, Valeria & Crespi, Francesco & Palma, Alessandro, 2017. "Characterizing the policy mix and its impact on eco-innovation: A patent analysis of energy-efficient technologies," Research Policy, Elsevier, vol. 46(4), pages 799-819.
    53. Ron Boschma & Koen Frenken, 2011. "Technological Relatedness, Related Variety and Economic Geography," Chapters, in: Philip Cooke & Bjørn Asheim & Ron Boschma & Ron Martin & Dafna Schwartz & Franz Tödtling (ed.), Handbook of Regional Innovation and Growth, chapter 14, Edward Elgar Publishing.
    54. Bryan S. Graham, 2017. "An Econometric Model of Network Formation With Degree Heterogeneity," Econometrica, Econometric Society, vol. 85, pages 1033-1063, July.
    55. Uwe Cantner & Franco Malerba (ed.), 2007. "Innovation, Industrial Dynamics and Structural Transformation," Springer Books, Springer, number 978-3-540-49465-2, December.
    56. Leo Katz, 1953. "A new status index derived from sociometric analysis," Psychometrika, Springer;The Psychometric Society, vol. 18(1), pages 39-43, March.
    57. Tacchella, A. & Cristelli, M. & Caldarelli, G. & Gabrielli, A. & Pietronero, L., 2013. "Economic complexity: Conceptual grounding of a new metrics for global competitiveness," Journal of Economic Dynamics and Control, Elsevier, vol. 37(8), pages 1683-1691.
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    More about this item

    Keywords

    Network analysis; Knowledge spillovers; Technological capability; Energy efficiency; Residential sector;
    All these keywords.

    JEL classification:

    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • Q48 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Government Policy
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation

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