IDEAS home Printed from https://ideas.repec.org/a/eee/techno/v125y2023ics0166497223000779.html
   My bibliography  Save this article

Knowledge acquisition and innovation quality: The moderating role of geographical characteristics of technology

Author

Listed:
  • Gao, Xue
  • Rai, Varun

Abstract

Acquiring and absorbing knowledge at different geographic levels is an important step in the technological learning and innovation processes for firms. Geographically bounded knowledge searching and spillover have been shown in various network formats, industries, geographic scopes, and country contexts. This study finds evidence of localized learning in citation networks in the solar photovoltaic balance-of-systems (PV BOS) innovations, and that the levels of localized learning vary based on the degree to which technologies are relevant to local contexts. Thus, this study proposes that the value of local and non-local knowledge on patent quality is contingent on technological characteristics. Leveraging the different degrees of local dependence on four types of technologies in the PV BOS industry, we find that the impact of local knowledge on innovation quality is higher for technologies that are more rooted in local contexts and that the impact of non-local knowledge is higher for technologies that are less relevant to local contexts.

Suggested Citation

  • Gao, Xue & Rai, Varun, 2023. "Knowledge acquisition and innovation quality: The moderating role of geographical characteristics of technology," Technovation, Elsevier, vol. 125(C).
    • Handle: RePEc:eee:techno:v:125:y:2023:i:c:s0166497223000779
    DOI: 10.1016/j.technovation.2023.102766
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0166497223000779
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.technovation.2023.102766?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Juan Alcácer & Michelle Gittelman, 2006. "Patent Citations as a Measure of Knowledge Flows: The Influence of Examiner Citations," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 774-779, November.
    2. Jasjit Singh & Matt Marx, 2013. "Geographic Constraints on Knowledge Spillovers: Political Borders vs. Spatial Proximity," Management Science, INFORMS, vol. 59(9), pages 2056-2078, September.
    3. Gao, Xue & Rai, Varun, 2019. "Local demand-pull policy and energy innovation: Evidence from the solar photovoltaic market in China," Energy Policy, Elsevier, vol. 128(C), pages 364-376.
    4. Stephen Roper & James H. Love, 2018. "Knowledge context, learning and innovation: an integrating framework," Industry and Innovation, Taylor & Francis Journals, vol. 25(4), pages 339-364, April.
    5. Abhirup Chakrabarti & Will Mitchell, 2016. "The role of geographic distance in completing related acquisitions: Evidence from U.S. chemical manufacturers," Strategic Management Journal, Wiley Blackwell, vol. 37(4), pages 673-694, April.
    6. Jukka-Pekka Onnela & Samuel Arbesman & Marta C González & Albert-László Barabási & Nicholas A Christakis, 2011. "Geographic Constraints on Social Network Groups," PLOS ONE, Public Library of Science, vol. 6(4), pages 1-7, April.
    7. 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.
    8. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    9. Venugopalan, Subhashini & Rai, Varun, 2015. "Topic based classification and pattern identification in patents," Technological Forecasting and Social Change, Elsevier, vol. 94(C), pages 236-250.
    10. Wolfgang Keller, 2002. "Geographic Localization of International Technology Diffusion," American Economic Review, American Economic Association, vol. 92(1), pages 120-142, March.
    11. 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.
    12. Branstetter, Lee G., 2001. "Are knowledge spillovers international or intranational in scope?: Microeconometric evidence from the U.S. and Japan," Journal of International Economics, Elsevier, vol. 53(1), pages 53-79, February.
    13. Gilsing, Victor & Nooteboom, Bart & Vanhaverbeke, Wim & Duysters, Geert & van den Oord, Ad, 2008. "Network embeddedness and the exploration of novel technologies: Technological distance, betweenness centrality and density," Research Policy, Elsevier, vol. 37(10), pages 1717-1731, December.
    14. Nemet, Gregory F. & Lu, Jiaqi & Rai, Varun & Rao, Rohan, 2020. "Knowledge spillovers between PV installers can reduce the cost of installing solar PV," Energy Policy, Elsevier, vol. 144(C).
    15. Ricardo J. Caballero & Adam B. Jaffe, 1993. "How High Are the Giants' Shoulders: An Empirical Assessment of Knowledge Spillovers and Creative Destruction in a Model of Economic Growth," NBER Chapters, in: NBER Macroeconomics Annual 1993, Volume 8, pages 15-86, National Bureau of Economic Research, Inc.
    16. Katy Börner & Shashikant Penumarthy & Mark Meiss & Weimao Ke, 2006. "Mapping the diffusion of scholarly knowledge among major U.S. research institutions," Scientometrics, Springer;Akadémiai Kiadó, vol. 68(3), pages 415-426, September.
    17. Wu, Jie & Wu, Zefu, 2014. "Local and international knowledge search and product innovation: The moderating role of technology boundary spanning," International Business Review, Elsevier, vol. 23(3), pages 542-551.
    18. Popp, David, 2006. "International innovation and diffusion of air pollution control technologies: the effects of NOX and SO2 regulation in the US, Japan, and Germany," Journal of Environmental Economics and Management, Elsevier, vol. 51(1), pages 46-71, January.
    19. Hoekman, Jarno & Frenken, Koen & Tijssen, Robert J.W., 2010. "Research collaboration at a distance: Changing spatial patterns of scientific collaboration within Europe," Research Policy, Elsevier, vol. 39(5), pages 662-673, June.
    20. Atal, Vidya & Bar, Talia, 2010. "Prior art: To search or not to search," International Journal of Industrial Organization, Elsevier, vol. 28(5), pages 507-521, September.
    21. Lewis, Joanna I. & Wiser, Ryan H., 2007. "Fostering a renewable energy technology industry: An international comparison of wind industry policy support mechanisms," Energy Policy, Elsevier, vol. 35(3), pages 1844-1857, March.
    22. Rune Dahl Fitjar & Andrés Rodríguez-Pose, 2011. "Innovating in the Periphery: Firms, Values and Innovation in Southwest Norway," European Planning Studies, Taylor & Francis Journals, vol. 19(4), pages 555-574, April.
    23. Jung Won Sonn & Michael Storper, 2008. "The Increasing Importance of Geographical Proximity in Knowledge Production: An Analysis of US Patent Citations, 1975–1997," Environment and Planning A, , vol. 40(5), pages 1020-1039, May.
    24. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    25. M. S. Gertler & Y. M. Levitte, 2005. "Local Nodes in Global Networks: The Geography of Knowledge Flows in Biotechnology Innovation," Industry and Innovation, Taylor & Francis Journals, vol. 12(4), pages 487-507.
    26. Nemet, Gregory F. & Johnson, Evan, 2012. "Do important inventions benefit from knowledge originating in other technological domains?," Research Policy, Elsevier, vol. 41(1), pages 190-200.
    27. Valeria Arza, 2010. "Channels, benefits and risks of public—private interactions for knowledge transfer: conceptual framework inspired by Latin America," Science and Public Policy, Oxford University Press, vol. 37(7), pages 473-484, August.
    28. Johnson, Daniel K N & Popp, David, 2003. "Forced Out of the Closet: The Impact of the American Inventors Protection Act on the Timing of Patent Disclosure," RAND Journal of Economics, The RAND Corporation, vol. 34(1), pages 96-112, Spring.
    29. Roderik Ponds & Frank Van Oort & Koen Frenken, 2007. "The geographical and institutional proximity of research collaboration," Papers in Regional Science, Wiley Blackwell, vol. 86(3), pages 423-443, August.
    30. Maria Carvalho & Antoine Dechezleprêtre & Matthieu Glachant, 2017. "Understanding the dynamics of global value chains for solar photovoltaic technologies," Working Papers hal-01952975, HAL.
    31. Morescalchi, Andrea & Pammolli, Fabio & Penner, Orion & Petersen, Alexander M. & Riccaboni, Massimo, 2015. "The evolution of networks of innovators within and across borders: Evidence from patent data," Research Policy, Elsevier, vol. 44(3), pages 651-668.
    32. Strupeit, Lars & Neij, Lena, 2017. "Cost dynamics in the deployment of photovoltaics: Insights from the German market for building-sited systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 948-960.
    33. Shum, Kwok L. & Watanabe, Chihiro, 2008. "Towards a local learning (innovation) model of solar photovoltaic deployment," Energy Policy, Elsevier, vol. 36(2), pages 508-521, February.
    34. Nemet, Gregory F., 2012. "Inter-technology knowledge spillovers for energy technologies," Energy Economics, Elsevier, vol. 34(5), pages 1259-1270.
    35. Adam Jaffe & Manuel Trajtenberg, 1999. "International Knowledge Flows: Evidence From Patent Citations," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 8(1-2), pages 105-136.
    36. Andrea Morrison & Roberta Rabellotti & Lorenzo Zirulia, 2013. "When Do Global Pipelines Enhance the Diffusion of Knowledge in Clusters?," Economic Geography, Taylor & Francis Journals, vol. 89(1), pages 77-96, January.
    37. Kelly, Morgan & Hageman, Anya, 1999. "Marshallian Externalities in Innovation," Journal of Economic Growth, Springer, vol. 4(1), pages 39-54, March.
    38. David S. Abrams & Ufuk Akcigit & Jillian Grennan, 2013. "Patent Value and Citations: Creative Destruction or Strategic Disruption?," NBER Working Papers 19647, National Bureau of Economic Research, Inc.
    39. Lori Rosenkopf & Atul Nerkar, 2001. "Beyond local search: boundary‐spanning, exploration, and impact in the optical disk industry," Strategic Management Journal, Wiley Blackwell, vol. 22(4), pages 287-306, April.
    40. Lanjouw, Jean Olson & Mody, Ashoka, 1996. "Innovation and the international diffusion of environmentally responsive technology," Research Policy, Elsevier, vol. 25(4), pages 549-571, June.
    41. Binz, Christian & Gosens, Jorrit & Hansen, Teis & Hansen, Ulrich Elmer, 2017. "Toward Technology-Sensitive Catching-Up Policies: Insights from Renewable Energy in China," World Development, Elsevier, vol. 96(C), pages 418-437.
    42. Qiu, Shumin & Liu, Xielin & Gao, Taishan, 2017. "Do emerging countries prefer local knowledge or distant knowledge? Spillover effect of university collaborations on local firms," Research Policy, Elsevier, vol. 46(7), pages 1299-1311.
    43. Winskel, Mark & Markusson, Nils & Jeffrey, Henry & Candelise, Chiara & Dutton, Geoff & Howarth, Paul & Jablonski, Sophie & Kalyvas, Christos & Ward, David, 2014. "Learning pathways for energy supply technologies: Bridging between innovation studies and learning rates," Technological Forecasting and Social Change, Elsevier, vol. 81(C), pages 96-114.
    44. Thomas Scherngell & Yuanjia Hu, 2011. "Collaborative Knowledge Production in China: Regional Evidence from a Gravity Model Approach," Regional Studies, Taylor & Francis Journals, vol. 45(6), pages 755-772.
    45. Neij, Lena & Heiskanen, Eva & Strupeit, Lars, 2017. "The deployment of new energy technologies and the need for local learning," Energy Policy, Elsevier, vol. 101(C), pages 274-283.
    46. Huenteler, Joern & Schmidt, Tobias S. & Ossenbrink, Jan & Hoffmann, Volker H., 2016. "Technology life-cycles in the energy sector — Technological characteristics and the role of deployment for innovation," Technological Forecasting and Social Change, Elsevier, vol. 104(C), pages 102-121.
    47. Schoenmakers, Wilfred & Duysters, Geert, 2010. "The technological origins of radical inventions," Research Policy, Elsevier, vol. 39(8), pages 1051-1059, October.
    48. 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.
    49. Seel, Joachim & Barbose, Galen L. & Wiser, Ryan H., 2014. "An analysis of residential PV system price differences between the United States and Germany," Energy Policy, Elsevier, vol. 69(C), pages 216-226.
    50. Cotropia, Christopher A. & Lemley, Mark A. & Sampat, Bhaven, 2013. "Do applicant patent citations matter?," Research Policy, Elsevier, vol. 42(4), pages 844-854.
    51. Jeffrey Frankel & Andrew Rose, 2002. "An Estimate of the Effect of Common Currencies on Trade and Income," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(2), pages 437-466.
    52. Keijl, S. & Gilsing, V.A. & Knoben, J. & Duysters, G., 2016. "The two faces of inventions: The relationship between recombination and impact in pharmaceutical biotechnology," Research Policy, Elsevier, vol. 45(5), pages 1061-1074.
    53. Peter Maskell & Anders Malmberg, 2007. "Myopia, knowledge development and cluster evolution," Journal of Economic Geography, Oxford University Press, vol. 7(5), pages 603-618, September.
    54. Harhoff, Dietmar & Gambardella, Alfonso & Verspagen, Bart, 2008. "The Value of European Patents," CEPR Discussion Papers 6848, C.E.P.R. Discussion Papers.
    55. Adam B. Jaffe & Manuel Trajtenberg, 1996. "Flows of Knowledge from Universities and Federal Labs: Modeling the Flowof Patent Citations Over Time and Across Institutional and Geographic Boundari," NBER Working Papers 5712, National Bureau of Economic Research, Inc.
    56. Jason Owen-Smith & Walter W. Powell, 2004. "Knowledge Networks as Channels and Conduits: The Effects of Spillovers in the Boston Biotechnology Community," Organization Science, INFORMS, vol. 15(1), pages 5-21, February.
    57. Nallapaneni Manoj Kumar & Aritra Ghosh & Shauhrat S. Chopra, 2020. "Power Resilience Enhancement of a Residential Electricity User Using Photovoltaics and a Battery Energy Storage System under Uncertainty Conditions," Energies, MDPI, vol. 13(16), pages 1-26, August.
    58. Felix Creutzig & Peter Agoston & Jan Christoph Goldschmidt & Gunnar Luderer & Gregory Nemet & Robert C. Pietzcker, 2017. "The underestimated potential of solar energy to mitigate climate change," Nature Energy, Nature, vol. 2(9), pages 1-9, September.
    59. Heidi Wiig Aslesen & Gouya Harirchi, 2015. "The effect of local and global linkages on the innovativeness in ICT SMEs: does location-specific context matter?," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 27(9-10), pages 644-669, October.
    60. Jean O. Lanjouw & Mark Schankerman, 2004. "Patent Quality and Research Productivity: Measuring Innovation with Multiple Indicators," Economic Journal, Royal Economic Society, vol. 114(495), pages 441-465, April.
    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. Qian Li & Hui Gao, 2023. "How External Knowledge Acquisition Contribute to Innovation Performance: A Chain Mediation Model," SAGE Open, , vol. 13(4), pages 21582440231, December.
    2. Chang Lu & Yong Qi & Bo Yu, 2024. "Effects of Domestic and International External Collaboration on New Product Development Performance in SMEs: Evidence from China," Sustainability, MDPI, vol. 16(1), pages 1-19, January.

    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. Gao, Xue & Zhang, Yi, 2022. "What is behind the globalization of technology? Exploring the interplay of multi-level drivers of international patent extension in the solar photovoltaic industry," Renewable and Sustainable Energy Reviews, Elsevier, vol. 163(C).
    2. Gao, Xue & Rai, Varun, 2019. "Local demand-pull policy and energy innovation: Evidence from the solar photovoltaic market in China," Energy Policy, Elsevier, vol. 128(C), pages 364-376.
    3. Battke, Benedikt & Schmidt, Tobias S. & Stollenwerk, Stephan & Hoffmann, Volker H., 2016. "Internal or external spillovers—Which kind of knowledge is more likely to flow within or across technologies," Research Policy, Elsevier, vol. 45(1), pages 27-41.
    4. Adam B. Jaffe & Gaétan de Rassenfosse, 2017. "Patent citation data in social science research: Overview and best practices," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(6), pages 1360-1374, June.
    5. Ernest Miguélez & Rosina Moreno, 2016. "“Relatedness, external linkages and innovation”," IREA Working Papers 201603, University of Barcelona, Research Institute of Applied Economics, revised Apr 2016.
    6. Hur, Wonchang & Oh, Junbyoung, 2021. "A man is known by the company he keeps?: A structural relationship between backward citation and forward citation of patents," Research Policy, Elsevier, vol. 50(1).
    7. Orsatti, Gianluca & Quatraro, Francesco & Pezzoni, Michele, 2020. "The antecedents of green technologies: The role of team-level recombinant capabilities," Research Policy, Elsevier, vol. 49(3).
    8. Wang, Jue & Zhang, Liwei, 2018. "Proximal advantage in knowledge diffusion: The time dimension," Journal of Informetrics, Elsevier, vol. 12(3), pages 858-867.
    9. Stephan, Annegret & Bening, Catharina R. & Schmidt, Tobias S. & Schwarz, Marius & Hoffmann, Volker H., 2019. "The role of inter-sectoral knowledge spillovers in technological innovations: The case of lithium-ion batteries," Technological Forecasting and Social Change, Elsevier, vol. 148(C).
    10. Manuel Acosta & Daniel Coronado & Esther Ferrándiz & Manuel Jiménez, 2022. "Effects of knowledge spillovers between competitors on patent quality: what patent citations reveal about a global duopoly," The Journal of Technology Transfer, Springer, vol. 47(5), pages 1451-1487, October.
    11. Morescalchi, Andrea & Pammolli, Fabio & Penner, Orion & Petersen, Alexander M. & Riccaboni, Massimo, 2015. "The evolution of networks of innovators within and across borders: Evidence from patent data," Research Policy, Elsevier, vol. 44(3), pages 651-668.
    12. Montobbio, Fabio & Sterzi, Valerio, 2013. "The Globalization of Technology in Emerging Markets: A Gravity Model on the Determinants of International Patent Collaborations," World Development, Elsevier, vol. 44(C), pages 281-299.
    13. Popp, David, 2017. "From science to technology: The value of knowledge from different energy research institutions," Research Policy, Elsevier, vol. 46(9), pages 1580-1594.
    14. Dechezlepretre, Antoine & Martin, Ralf & Mohnen, Myra, 2014. "Knowledge spillovers from clean and dirty technologies," LSE Research Online Documents on Economics 60501, London School of Economics and Political Science, LSE Library.
    15. Fernández, Ana María & Ferrándiz, Esther & Medina, Jennifer, 2022. "The diffusion of energy technologies. Evidence from renewable, fossil, and nuclear energy patents," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    16. Popp, David, 2006. "International innovation and diffusion of air pollution control technologies: the effects of NOX and SO2 regulation in the US, Japan, and Germany," Journal of Environmental Economics and Management, Elsevier, vol. 51(1), pages 46-71, January.
    17. David Popp, 2019. "Environmental policy and innovation: a decade of research," CESifo Working Paper Series 7544, CESifo.
    18. Zafer Sonmez, 2018. "Interregional inventor collaboration and the commercial value of patented inventions: evidence from the US biotechnology industry," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 61(2), pages 399-438, September.
    19. Chen, Guanghua & Yang, Guoliang & He, Feng & Chen, Kaihua, 2019. "Exploring the effect of political borders on university-industry collaborative research performance: Evidence from China’s Guangdong province," Technovation, Elsevier, vol. 82, pages 58-69.
    20. Feldman, Maryann P. & Kogler, Dieter F., 2010. "Stylized Facts in the Geography of Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 381-410, Elsevier.

    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:eee:techno:v:125:y:2023:i:c:s0166497223000779. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/01664972 .

    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.