IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/47ank.html
   My bibliography  Save this paper

Technological relatedness: How do firms diversify their technology?

Author

Listed:
  • Kim, Seung Hwan
  • Jun, Bogang
  • Lee, Jeong-Dong

Abstract

The principle of relatedness, which helps estimate the affinity between economic activities, suggests that cities, regions, and countries are more likely to undertake new economic activities when they already perform related activities. This empirical principle has been confirmed for various dimensions---cities, regions, and countries---and their activities--- developing new technologies, products, and industries. However, the technological diversification of firms is yet unexplored. Is a firm more successful at entering a new technology when it has already accumulated related technologies? Here, we explore this issue using a unique dataset that contains firms' patent data and financial and market information. In particular, we examine Korean firms listed in the Korean stock market that published patents at the patent offices in Korea, Europe, and the United States from 1984 to 2004. We develop a technological relatedness measure to estimate whether a firm has already published patents with similar technologies. We find that firms are more likely to develop a new technology when they already have related technologies. Interestingly, technological relatedness shows an increasing return to related knowledge. We also check the robustness of this effect using propensity score matching and find that the effects of technological relatedness and its increasing return behavior remain significant when controlling for potential confounding effects. These findings extend the concept of relatedness to a firm's technological diversification and show that the development of a firm's technological knowledge is shaped by its technological relatedness.

Suggested Citation

  • Kim, Seung Hwan & Jun, Bogang & Lee, Jeong-Dong, 2021. "Technological relatedness: How do firms diversify their technology?," SocArXiv 47ank, Center for Open Science.
  • Handle: RePEc:osf:socarx:47ank
    DOI: 10.31219/osf.io/47ank
    as

    Download full text from publisher

    File URL: https://osf.io/download/6035df5e88ea1a058cee9c2f/
    Download Restriction: no

    File URL: https://libkey.io/10.31219/osf.io/47ank?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
    ---><---

    References listed on IDEAS

    as
    1. Ron Boschma & Simona Iammarino, 2009. "Related Variety, Trade Linkages, and Regional Growth in Italy," Economic Geography, Clark University, vol. 85(3), pages 289-311, July.
    2. C. Jara-Figueroa & Bogang Jun & Edward Glaeser & Cesar Hidalgo, 2018. "The role of industry, occupation, and location specific knowledge in the survival of new firms," Papers 1808.01237, arXiv.org.
    3. Ron Boschma, 2017. "Relatedness as driver of regional diversification: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 351-364, March.
    4. Mercedes Delgado & Michael E. Porter & Scott Stern, 2016. "Defining clusters of related industries," Journal of Economic Geography, Oxford University Press, vol. 16(1), pages 1-38.
    5. C. Jara-Figueroa & Bogang Jun & Edward L. Glaeser & Cesar A. Hidalgo, 2018. "The role of industry-specific, occupation-specific, and location-specific knowledge in the growth and survival of new firms," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(50), pages 12646-12653, December.
    6. Bahar, Dany & Hausmann, Ricardo & Hidalgo, Cesar A., 2014. "Neighbors and the evolution of the comparative advantage of nations: Evidence of international knowledge diffusion?," Journal of International Economics, Elsevier, vol. 92(1), pages 111-123.
    7. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    8. David J. Teece, 2003. "Towards an Economic Theory of the Multiproduct Firm," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 15, pages 419-446, World Scientific Publishing Co. Pte. Ltd..
    9. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Clark University, vol. 87(3), pages 237-265, July.
    10. Grid Thoma & Salvatore Torrisi, 2007. "Creating Powerful Indicators for Innovation Studies with Approximate Matching Algorithms. A test based on PATSTAT and Amadeus databases," KITeS Working Papers 211, KITeS, Centre for Knowledge, Internationalization and Technology Studies, Universita' Bocconi, Milano, Italy, revised Dec 2007.
    11. 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.
    12. T’Mir D. Julius & Gaétan de Rassenfosse, 2014. "Harmonising and Matching IPR Holders at IP Australia," Melbourne Institute Working Paper Series wp2014n15, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    13. Zi‐Lin He & Tony W. Tong & Yuchen Zhang & Wenlong He, 2018. "Constructing a Chinese Patent Database of listed firms in China: Descriptions, lessons, and insights," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 27(3), pages 579-606, September.
    14. 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.
    15. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    16. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    17. David J. Teece & Richard Rumelt & Giovanni Dosi & Sidney Winter, 2000. "Understanding Corporate Coherence: Theory and Evidence," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 9, pages 264-293, Edward Elgar Publishing.
    18. Ron Boschma, 2017. "Relatedness as driver behind regional diversification: a research agenda," Papers in Evolutionary Economic Geography (PEEG) 1702, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2017.
    19. David L. Rigby, 2015. "Technological Relatedness and Knowledge Space: Entry and Exit of US Cities from Patent Classes," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1922-1937, November.
    20. César Hidalgo & Pierre-Alexandre Balland & Ron Boschma & Mercedes Delgado & Maryann Feldma & Koen Frenken & Edward Glaeser & Canfei He & Dieter F. Kogler & Andrea Morrison & Frank Neffke & David Rigby, 2018. "The Principle of Relatedness," Papers in Evolutionary Economic Geography (PEEG) 1830, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jul 2018.
    21. Breschi, Stefano & Lissoni, Francesco & Malerba, Franco, 2003. "Knowledge-relatedness in firm technological diversification," Research Policy, Elsevier, vol. 32(1), pages 69-87, January.
    22. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    23. Dieter F. Kogler & David L. Rigby & Isaac Tucker, 2013. "Mapping Knowledge Space and Technological Relatedness in US Cities," European Planning Studies, Taylor & Francis Journals, vol. 21(9), pages 1374-1391, September.
    24. Ron Boschma & Asier Minondo & Mikel Navarro, 2012. "Related variety and regional growth in Spain," Papers in Regional Science, Wiley Blackwell, vol. 91(2), pages 241-256, June.
    25. Kang, Taewon & Baek, Chulwoo & Lee, Jeong-Dong, 2019. "Effects of knowledge accumulation strategies through experience and experimentation on firm growth," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 169-181.
    26. Bogang Jun & Aamena Alshamsi & Jian Gao & Cesar A Hidalgo, 2017. "Relatedness, Knowledge Diffusion, and the Evolution of Bilateral Trade," Papers 1709.05392, arXiv.org.
    27. Teece, David J., 1980. "Economies of scope and the scope of the enterprise," Journal of Economic Behavior & Organization, Elsevier, vol. 1(3), pages 223-247, September.
    28. Tarasconi, Gianluca & Kang, Byeongwoo, 2015. "PATSTAT revisited," IDE Discussion Papers 527, Institute of Developing Economies, Japan External Trade Organization(JETRO).
    29. Aamena Alshamsi & Flávio L. Pinheiro & Cesar A. Hidalgo, 2018. "Optimal diversification strategies in the networks of related products and of related research areas," Nature Communications, Nature, vol. 9(1), pages 1-7, December.
    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. Seung Hwan Kim & Jeong hwan Jeon & Anwar Aridi & Bogang Jun, 2022. "Factors that affect the technological transition of firms toward the industry 4.0 technologies," Papers 2209.02239, arXiv.org.

    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. Seung Hwan Kim & Bogang Jun & Jeong-Dong Lee, 2023. "Technological relatedness: how do firms diversify their technology?," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(9), pages 4901-4931, September.
    2. Seung Hwan Kim & Jeong hwan Jeon & Anwar Aridi & Bogang Jun, 2022. "Factors that affect the technological transition of firms toward the industry 4.0 technologies," Papers 2209.02239, arXiv.org.
    3. Pinheiro, Flávio L. & Hartmann, Dominik & Boschma, Ron & Hidalgo, César A., 2022. "The time and frequency of unrelated diversification," Research Policy, Elsevier, vol. 51(8).
    4. Jian Gao & Bogang Jun & Alex Sandy Pentland & Tao Zhou & Cesar A. Hidalgo, 2017. "Collective Learning in China's Regional Economic Development Formations of Co-Inventors During the Dot-com Bubble in the Research Triangle Region," Papers in Evolutionary Economic Geography (PEEG) 1706, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Mar 2017.
    5. Jian Gao & Bogang Jun & Alex Sandy Pentland & Tao Zhou & Cesar A. Hidalgo, 2017. "Collective Learning in China's Regional Economic Development," Papers 1703.01369, arXiv.org.
    6. O’Clery, Neave & Kinsella, Stephen, 2022. "Modular structure in labour networks reveals skill basins," Research Policy, Elsevier, vol. 51(5).
    7. Valentina Di Iasio & Ernest Miguelez, 2022. "The ties that bind and transform: knowledge remittances, relatedness and the direction of technical change [Brain drain or brain bank? The impact of skilled emigration on poor-country innovation]," Journal of Economic Geography, Oxford University Press, vol. 22(2), pages 423-448.
    8. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    9. Sándor Juhász & Tom Broekel & Ron Boschma, 2021. "Explaining the dynamics of relatedness: The role of co‐location and complexity," Papers in Regional Science, Wiley Blackwell, vol. 100(1), pages 3-21, February.
    10. Ron Boschma, 2018. "The geographical dimension of structural change," Papers in Evolutionary Economic Geography (PEEG) 1839, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Nov 2018.
    11. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "Reprint of The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(8).
    12. Duygu Buyukyazici & Leonardo Mazzoni & Massimo Riccaboni & Francesco Serti, 2022. "Workplace Skills as Regional Capabilities: Relatedness, Complexity and Industrial Diversification of Regions," Papers in Evolutionary Economic Geography (PEEG) 2210, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2022.
    13. Jefferson Ricardo Bretas Galetti & Milene Simone Tessarin & Paulo Cesar Morceiro, 2021. "Skill relatedness, structural change and heterogeneous regions: evidence from a developing country," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1355-1376, December.
    14. Jung-In Yeon & Sojung Hwang & Bogang Jun, 2022. "The spillover effect of neighboring port on regional industrial diversification and regional economic resilience," Papers 2204.00189, arXiv.org.
    15. David L. Rigby & Christoph Roesler & Dieter Kogler & Ron Boschma & Pierre-Alexandre Balland, 2019. "Do EU regions benefit from smart specialization?," Papers in Evolutionary Economic Geography (PEEG) 1931, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Nov 2019.
    16. Tom Broekel & Rune Dahl Fitjar & Silje Haus-Reve, 2021. "The roles of diversity, complexity, and relatedness in regional development – What does the occupational perspective add?," Papers in Evolutionary Economic Geography (PEEG) 2135, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Nov 2021.
    17. Adam Whittle & Balázs Lengyel & Dieter F. Kogler, 2020. "Understanding Regional Branching Knowledge Diversification via Inventor Collaboration Networks," Papers in Evolutionary Economic Geography (PEEG) 2006, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Feb 2020.
    18. Pierre-Alexandre Balland & Ron Boschma, 2021. "Complementary interregional linkages and Smart Specialisation: an empirical study on European regions," Regional Studies, Taylor & Francis Journals, vol. 55(6), pages 1059-1070, June.
    19. Bahar, Dany & Rosenow, Samuel & Stein, Ernesto & Wagner, Rodrigo, 2019. "Export take-offs and acceleration: Unpacking cross-sector linkages in the evolution of comparative advantage," World Development, Elsevier, vol. 117(C), pages 48-60.
    20. Ron Boschma, 2021. "Designing Smart Specialization Policy: relatedness, unrelatedness, or what?," Papers in Evolutionary Economic Geography (PEEG) 2128, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Sep 2021.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:osf:socarx:47ank. 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: OSF (email available below). General contact details of provider: https://arabixiv.org .

    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.