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Near is more: learning efficiency in research and development innovation among interlocking firms

Author

Listed:
  • Yu-En Lin

    (Jilin University)

  • Jia-Qi Yu

    (Jilin University)

  • Hsiang-Hsuan Chih

    (National Dong Hwa University)

  • Kung-Cheng Ho

    (Zhongnan University of Economics and Law)

Abstract

Research question/issue This study examines whether geographic proximity produces a proximity preference as interlocking firms observe each other and learn innovative behaviors through information transmission among interlocking directors. Research findings/insights We study the performance of A-share-listed companies in China from 2007 to 2017 on the basis of resource dependence theory, agglomeration effect theory, and Porter’s competitive theory. When target firms learn about research and development–related innovation behaviors from interlocking firms closer to them, they experience more efficient learning effects and have improved convergent traits. Moreover, this proximity advantage increases the willingness of the target firm to communicate with and learn from interlocking firms closer to them. Highly developed areas and research and development–intensive industries positively affect the learning efficiency of interlocking firms. Theoretical/academic implications Our conclusion is consistent with resource dependence theory; target firms in highly developed areas are more willing to imitate and study nearby interlocking firms to maintain their peer relations, innovation potential, and competitiveness. Our conclusion is also consistent with competition theory, which states that the exchange of information between target firms in highly research and development–intensive industries and distant interlocking firms increases innovation differentiation, innovation potential, and competitiveness, even when such exchange has a high cost. Practitioner/policy implications The results support resource dependence theory and peers' effects. The information obtained by interlocking directorates through external social relations guides firm decision-making, and closer distances reveal more obvious effects.

Suggested Citation

  • Yu-En Lin & Jia-Qi Yu & Hsiang-Hsuan Chih & Kung-Cheng Ho, 2022. "Near is more: learning efficiency in research and development innovation among interlocking firms," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-30, December.
    • Handle: RePEc:spr:fininn:v:8:y:2022:i:1:d:10.1186_s40854-022-00357-2
    DOI: 10.1186/s40854-022-00357-2
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    References listed on IDEAS

    as
    1. Pagano, Marco & Jappelli, Tullio, 1993. "Information Sharing in Credit Markets," Journal of Finance, American Finance Association, vol. 48(5), pages 1693-1718, December.
    2. Carosi, Andrea, 2016. "Do local causations matter? The effect of firm location on the relations of ROE, R&D, and firm SIZE with MARKET-TO-BOOK," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 388-409.
    3. Hong, Harrison & Kubik, Jeffrey D. & Stein, Jeremy C., 2008. "The only game in town: Stock-price consequences of local bias," Journal of Financial Economics, Elsevier, vol. 90(1), pages 20-37, October.
    4. Engelberg, Joseph & Gao, Pengjie & Parsons, Christopher A., 2012. "Friends with money," Journal of Financial Economics, Elsevier, vol. 103(1), pages 169-188.
    5. Javakhadze, David & Ferris, Stephen P. & French, Dan W., 2016. "Social capital, investments, and external financing," Journal of Corporate Finance, Elsevier, vol. 37(C), pages 38-55.
    6. Becker-Blease, John R., 2011. "Governance and innovation," Journal of Corporate Finance, Elsevier, vol. 17(4), pages 947-958, September.
    7. Byun, SeongK. & Fuller, Kathleen & Lin, Zhilu, 2021. "The costs and benefits associated with inventor CEOs," Journal of Corporate Finance, Elsevier, vol. 71(C).
    8. Kong, Dongmin & Pan, Yue & Tian, Gary Gang & Zhang, Pengdong, 2020. "CEOs' hometown connections and access to trade credit: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 62(C).
    9. repec:ner:ucllon:http://discovery.ucl.ac.uk/17678/ is not listed on IDEAS
    10. Eric von Hippel, 1994. ""Sticky Information" and the Locus of Problem Solving: Implications for Innovation," Management Science, INFORMS, vol. 40(4), pages 429-439, April.
    11. Keren Naa Abeka Arthur, 2017. "Financial innovation and its governance: Cases of two major innovations in the financial sector," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 3(1), pages 1-12, December.
    12. Helmers, Christian & Patnam, Manasa & Rau, P. Raghavendra, 2017. "Do board interlocks increase innovation? Evidence from a corporate governance reform in India," Journal of Banking & Finance, Elsevier, vol. 80(C), pages 51-70.
    13. Lindsay Baran & Rachel Wilson, 2018. "Whom You Connect With Matters: Director Networks And Firm Location," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 41(1), pages 113-147, March.
    14. Gounopoulos, Dimitrios & Mazouz, Khelifa & Wood, Geoffrey, 2021. "The consequences of political donations for IPO premium and performance," Journal of Corporate Finance, Elsevier, vol. 67(C).
    15. Tuugi Chuluun & Andrew Prevost & John Puthenpurackal, 2014. "Board Ties and the Cost of Corporate Debt," Financial Management, Financial Management Association International, vol. 43(3), pages 533-568, September.
    16. Eelke M Heemskerk & Fabio Daolio & Marco Tomassini, 2013. "The Community Structure of the European Network of Interlocking Directorates 2005–2010," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-11, July.
    17. Bizjak, John M. & Lemmon, Michael L. & Naveen, Lalitha, 2008. "Does the use of peer groups contribute to higher pay and less efficient compensation?," Journal of Financial Economics, Elsevier, vol. 90(2), pages 152-168, November.
    18. Baik, Bok & Kang, Jun-Koo & Kim, Jin-Mo, 2010. "Local institutional investors, information asymmetries, and equity returns," Journal of Financial Economics, Elsevier, vol. 97(1), pages 81-106, July.
    19. Gao, Wenlian & Ng, Lilian & Wang, Qinghai, 2008. "Does geographic dispersion affect firm valuation?," Journal of Corporate Finance, Elsevier, vol. 14(5), pages 674-687, December.
    20. S. Battiston & M. Catanzaro, 2004. "Statistical properties of corporate board and director networks," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 38(2), pages 345-352, March.
    21. Wilson, Ross, 2016. "Does Governance Cause Growth? Evidence from China," World Development, Elsevier, vol. 79(C), pages 138-151.
    22. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    23. Caldarelli, Guido & Catanzaro, Michele, 2004. "The corporate boards networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 338(1), pages 98-106.
    24. Martin J. Conyon & Mark R. Muldoon, 2006. "The Small World of Corporate Boards," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(9-10), pages 1321-1343.
    25. Ole-Kristian Hope & Wuyang Zhao, 2018. "Market reactions to the closest peer firm’s analyst revisions," Accounting and Business Research, Taylor & Francis Journals, vol. 48(4), pages 345-372, June.
    26. Bryan W. Husted & Dima Jamali & Walid Saffar, 2016. "Near and dear? The role of location in CSR engagement," Strategic Management Journal, Wiley Blackwell, vol. 37(10), pages 2050-2070, October.
    27. Aghion, Philippe & Tirole, Jean, 1997. "Formal and Real Authority in Organizations," Journal of Political Economy, University of Chicago Press, vol. 105(1), pages 1-29, February.
    28. Christa H. S. Bouwman, 2011. "Corporate Governance Propagation through Overlapping Directors," The Review of Financial Studies, Society for Financial Studies, vol. 24(7), pages 2358-2394.
    29. Kaustia, Markku & Rantala, Ville, 2015. "Social learning and corporate peer effects," Journal of Financial Economics, Elsevier, vol. 117(3), pages 653-669.
    30. Rahman, Dewan & Kabir, Muhammad & Oliver, Barry, 2021. "Does exposure to product market competition influence insider trading profitability?," Journal of Corporate Finance, Elsevier, vol. 66(C).
    31. Devos, Erik & Rahman, Shofiqur, 2014. "Location and lease intensity," Journal of Corporate Finance, Elsevier, vol. 29(C), pages 20-36.
    32. Amin, Abu & Chourou, Lamia & Kamal, Syed & Malik, Mahfuja & Zhao, Yang, 2020. "It’s who you know that counts: Board connectedness and CSR performance," Journal of Corporate Finance, Elsevier, vol. 64(C).
    33. Mark T. Leary & Michael R. Roberts, 2014. "Do Peer Firms Affect Corporate Financial Policy?," Journal of Finance, American Finance Association, vol. 69(1), pages 139-178, February.
    34. Biggerstaff, Lee & Blank, Brian & Goldie, Brad, 2019. "Do incentives work? Option-based compensation and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 415-430.
    35. Chuluun, Tuugi & Prevost, Andrew & Upadhyay, Arun, 2017. "Firm network structure and innovation," Journal of Corporate Finance, Elsevier, vol. 44(C), pages 193-214.
    36. Mohamed, Abdulkadir & Schwienbacher, Armin, 2016. "Voluntary disclosure of corporate venture capital investments," Journal of Banking & Finance, Elsevier, vol. 68(C), pages 69-83.
    37. Eckel, Stefanie & Löffler, Gunter & Maurer, Alina & Schmidt, Volker, 2011. "Measuring the effects of geographical distance on stock market correlation," Journal of Empirical Finance, Elsevier, vol. 18(2), pages 237-247, March.
    38. Doblas-Madrid, Antonio & Minetti, Raoul, 2013. "Sharing information in the credit market: Contract-level evidence from U.S. firms," Journal of Financial Economics, Elsevier, vol. 109(1), pages 198-223.
    39. Garry Robins & Malcolm Alexander, 2004. "Small Worlds Among Interlocking Directors: Network Structure and Distance in Bipartite Graphs," Computational and Mathematical Organization Theory, Springer, vol. 10(1), pages 69-94, May.
    40. Caldarelli, Guido, 2013. "Scale-Free Networks: Complex Webs in Nature and Technology," OUP Catalogue, Oxford University Press, number 9780199665174.
    41. John, Kose & Knyazeva, Anzhela & Knyazeva, Diana, 2011. "Does geography matter? Firm location and corporate payout policy," Journal of Financial Economics, Elsevier, vol. 101(3), pages 533-551, September.
    42. Huang, Xiaoran & Kang, Jun-Koo, 2017. "Geographic concentration of institutions, corporate governance, and firm value," Journal of Corporate Finance, Elsevier, vol. 47(C), pages 191-218.
    43. Li, Xiaoqing & Fung, Anna & Fung, Hung-Gay & Qiao, Penghao, 2020. "Directorate interlocks and corporate cash holdings in emerging economies: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 66(C), pages 244-260.
    44. Francis, Bill B. & Hasan, Iftekhar & John, Kose & Waisman, Maya, 2016. "Urban Agglomeration and CEO Compensation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(6), pages 1925-1953, December.
    45. Harrison Hong & Jeffrey D. Kubik & Jeremy C. Stein, 2005. "Thy Neighbor's Portfolio: Word‐of‐Mouth Effects in the Holdings and Trades of Money Managers," Journal of Finance, American Finance Association, vol. 60(6), pages 2801-2824, December.
    46. Ayers, Benjamin C. & Ramalingegowda, Santhosh & Eric Yeung, P., 2011. "Hometown advantage: The effects of monitoring institution location on financial reporting discretion," Journal of Accounting and Economics, Elsevier, vol. 52(1), pages 41-61, June.
    47. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    48. Yu, Sui-Hua, 2013. "Social capital, absorptive capability, and firm innovation," Technological Forecasting and Social Change, Elsevier, vol. 80(7), pages 1261-1270.
    49. Boubakri, Narjess & Guedhami, Omrane & Saffar, Walid, 2016. "Geographic location, foreign ownership, and cost of equity capital: Evidence from privatization," Journal of Corporate Finance, Elsevier, vol. 38(C), pages 363-381.
    50. Mark Grinblatt & Matti Keloharju, 2001. "How Distance, Language, and Culture Influence Stockholdings and Trades," Journal of Finance, American Finance Association, vol. 56(3), pages 1053-1073, June.
    51. Martin J. Conyon & Mark R. Muldoon, 2006. "The Small World of Corporate Boards," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(9‐10), pages 1321-1343, November.
    52. Jeffrey R. Brown & Zoran Ivković & Paul A. Smith & Scott Weisbenner, 2008. "Neighbors Matter: Causal Community Effects and Stock Market Participation," Journal of Finance, American Finance Association, vol. 63(3), pages 1509-1531, June.
    53. Sankowska, Anna & Siudak, Dariusz, 2016. "The small world phenomenon and assortative mixing in Polish corporate board and director networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 443(C), pages 309-315.
    54. Kedia, Simi & Rajgopal, Shiva, 2009. "Neighborhood matters: The impact of location on broad based stock option plans," Journal of Financial Economics, Elsevier, vol. 92(1), pages 109-127, April.
    55. Cai, Ye & Sevilir, Merih, 2012. "Board connections and M&A transactions," Journal of Financial Economics, Elsevier, vol. 103(2), pages 327-349.
    56. He, Zhaozhao & Wintoki, M. Babajide, 2016. "The cost of innovation: R&D and high cash holdings in U.S. firms," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 280-303.
    57. Li, Xiaorong & Wang, Steven Shuye & Wang, Xue, 2017. "Trust and stock price crash risk: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 76(C), pages 74-91.
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    1. Lin, Yu-En & Jiang, Xiao-Tong & Yu, Bo & Lam, Keith S.K., 2023. "Compensation peer crash risks and corporate own investments: New evidences from U.S. stock markets," International Review of Financial Analysis, Elsevier, vol. 89(C).

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    More about this item

    Keywords

    Geographical distance; Interlocking directorates; R&D; Learning efficiency;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance

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