The Roles of Knowledge Sources in and out of the Value Chain on Radical and Incremental Innovation : Moderating Effects of Knowledge Sources on the R&D Investment-Innovation Relationship

가치사슬 내부 및 외부의 지식원천이 급진적 혁신 및 점진적 혁신에 미치는 영향 : 지식원천들의 연구개발투자-혁신성과 관계에 대한 조절효과

  • 김건식 (홍익대학교 일반대학원)
  • Received : 2017.11.03
  • Accepted : 2018.03.19
  • Published : 2018.03.31

Abstract

This paper examined the nonlinear relationships between external knowledge sources and the innovation performance of SMEs (small and medium-sized enterprises). Using 3,218 firm-year panel data in South Korea, this study found that increasing the number of external knowledge channels out of the value chain increases radical innovation. Meanwhile, increasing the number of external knowledge channels within the value chain increases the incremental innovation. Further, the external sources of knowledge both out of and in the value chain had inverted U-shaped relationships on radical and incremental innovation respectively. This finding implies that a mechanism of diminishing returns works in the relationship between the external sources of knowledge and innovation. The study also identified the synergistic effects between the external sources of knowledge out of the value chain and within the value chain, and confirmed that the synergistic effects strengthen the linear mechanism between the external sources of knowledge and innovation. In addition, this study found that the sources of knowledge both out of and within the value chain positively moderate the relationships between R&D investment and radical innovation of SMEs.

본 연구는 중소 제조기업에서 가치사슬 외부 및 내부 지식원천들이 급진적 혁신 및 점진적 혁신에 미치는 영향과 지식원천들 간의 상호작용, 그리고 지식원천이 연구개발투자와 상호작용하여 급진적 혁신 및 점진적 혁신에 미치는 영향을 분석하였다. 기술혁신조사의 원자료를 바탕으로 3,218개의 종단패널데이터를 구성하여 분석한 결과는 다음과 같다. 첫째, 중소 제조기업에서 가치사슬 외부의 지식 원천을 많이 활용할수록 급진적인 혁신성과가 증가하며, 가치사슬 내부의 지식 원천에 관한 채널이 많을수록 점진적인 혁신성과가 증가함을 확인하였다. 둘째, 가치사슬 외부 및 내부의 지식 원천은 혁신성과와 역 U자형 관계가 있음을 실증하였다. 이는 가치사슬 외부의 지식 원천과 혁신성과 간에 수확체감(diminishing returns)의 기제가 작용함을 의미한다. 셋째, 가치사슬 외부의 지식 원천과 내부의 지식원천 간에는 긍정적인 시너지 효과가 존재하여 가치사슬 외부 및 내부 지식 채널이 많아지면 지식원천-혁신성과 간의 관계에서 선형적인 기제(linear mechanism)가 더욱 강화되고 있다. 넷째, 가치사슬 외부 및 내부의 지식원천은 모두 연구개발투자와 급진적 혁신성과 간의 관계에서 시너지를 창출하여 지식원천의 채널을 많이 활용할수록 혁신성과가 더욱 증가하고 있다.

Keywords

References

  1. 문성욱 (2011), "외부 지식 활용이 한국 제조 기업들의 혁신에 어떤 영향을 미치는가?", 기술혁신학회지, 14(1): 711-735.
  2. 허문구 (2015), "지식탐색과 조직양면성", 지식경영연구, 16(1): 95-115. https://doi.org/10.15813/kmr.2015.16.1.005
  3. Acs, Z. J. and Audretsch, D. B. (1988), "Innovation in Large and Small Firms: An Empirical Analysis", American Economic Review, 78(4): 678-690.
  4. Ancona, D. G., Goodman, P. S., Lawrence, B. S. and Tushman, M. L. (2001), "Time: A New Research Lens", Academy of management Review, 26(4): 645-663. https://doi.org/10.5465/amr.2001.5393903
  5. Audretsch, D. B. and Feldman, M. P. (1996), "R&D Spillovers and the Geography of Innovation and Production", The American economic review, 86(3): 630-640.
  6. Becheikh, N., Landry, R. and Amara, N. (2006), "Lessons from Innovation Empirical Studies in the Manufacturing Sector: A Systematic Review of the Literature from 1993-2003", Technovation, 26(5): 644-664. https://doi.org/10.1016/j.technovation.2005.06.016
  7. Benner, M. J. and Tushman, M. (2002), "Process Management and Technological Innovation: A Longitudinal Study of the Photography and Paint Industries", Administrative science quarterly, 47(4): 676-707. https://doi.org/10.2307/3094913
  8. Breschi, S. and Lissoni, F. (2001), "Knowledge Spillovers and Local Innovation Systems: a Critical Survey", Industrial and corporate change, 10(4): 975-1005. https://doi.org/10.1093/icc/10.4.975
  9. Caloghirou, Y., Kastelli, I. and Tsakanikas, A. (2004), "Internal Capabilities and External Knowledge Sources: Complements or Substitutes for Innovative Performance?", Technovation, 24(1): 29-39. https://doi.org/10.1016/S0166-4972(02)00051-2
  10. Cao, Q., Gedajlovic, E. and Zhang, H. (2009), "Unpacking Organizational Ambidexterity: Dimensions, Contingencies, and Synergistic Effects", Organization Science, 20(4): 781-796. https://doi.org/10.1287/orsc.1090.0426
  11. Cassiman, B. and Veugelers, R. (2006), "In Search of Complementarity in Innovation Strategy: Internal R&D and External Knowledge Acquisition", Management science, 52(1): 68-82. https://doi.org/10.1287/mnsc.1050.0470
  12. Chen, J., Chen, Y. and Vanhaverbeke, W. (2011), "The Influence of Scope, Depth, and Orientation of External Technology Sources on the Innovative Performance of Chinese firms", Technovation, 31(8): 362-373. https://doi.org/10.1016/j.technovation.2011.03.002
  13. Chiang, Y. H. and Hung, K. P. (2010), "Exploring Open Search Strategies and Perceived Innovation Performance from the Perspective of Inter-Organizational Knowledge Flows", R&D Management, 40(3): 292-299. https://doi.org/10.1111/j.1467-9310.2010.00588.x
  14. Cohen, W. M. and Levinthal, D. A. (1990), "Absorptive Capacity: A New Perspective on Learning and Innovation", Administrative Science Quarterly, 35(1): 128-152. https://doi.org/10.2307/2393553
  15. Danneels, E. (2002), "The Dynamics of Product Innovation and Firm Competences", Strategic management journal, 23(12): 1095-1121. https://doi.org/10.1002/smj.275
  16. Dougherty, D. and Hardy, C. (1996), "Sustained Product Innovation in Large, Mature Organizations: Overcoming Innovation-to-Organization Problems", Academy of management journal, 39(5): 1120-1153. https://doi.org/10.2307/256994
  17. Dyer, J. H. and Nobeoka, K. (2000), "Creating and Managing a High-Performance Knowledge-Sharing Network: the Toyota Case", Strategic management journal, 21(3): 345-367. https://doi.org/10.1002/(SICI)1097-0266(200003)21:3<345::AID-SMJ96>3.0.CO;2-N
  18. Freel, M. S. (2003), "Sectoral Patterns of Small Firm Innovation, Networking and Proximity", Research policy, 32(5): 751-770. https://doi.org/10.1016/S0048-7333(02)00084-7
  19. Frenz, M. and Ietto-Gillies, G. (2009), "The Impact on Innovation Performance of Different Sources of Knowledge: Evidence from the UK Community Innovation Survey", Research Policy, 38(7): 1125-1135. https://doi.org/10.1016/j.respol.2009.05.002
  20. Gassmann, O., Enkel, E. and Chesbrough, H. (2010), "The Future of Open Innovation", R&D Management, 40(3): 213-221. https://doi.org/10.1111/j.1467-9310.2010.00605.x
  21. Graves, S. B. and Langowitz, N. S. (1993), "Innovative Productivity and Returns to Scale in the Pharmaceutical Industry", Strategic Management Journal, 14(8): 593-605. https://doi.org/10.1002/smj.4250140803
  22. Green, S. G., Gavin, M. B. and Aiman-Smith, L. (1995), "Assessing a Multidimensional Measure of Radical Technological Innovation", IEEE transactions on engineering management, 42(3): 203-214.
  23. Grimpe, C. and Sofka, W. (2009), "Search Patterns and Absorptive Capacity: Low-and High-Technology Sectors in European Countries", Research Policy, 38(3): 495-506. https://doi.org/10.1016/j.respol.2008.10.006
  24. Haans, R. F., Pieters, C. and He, Z. L. (2016), "Thinking about U: theorizing and testing U‐and inverted U-shaped relationships in strategy research", Strategic Management Journal, 37(7): 1177-1195. https://doi.org/10.1002/smj.2399
  25. Hargadon, A. B. and Bechky, B. A. (2006), "When Collections of Creatives Become Creative Collectives: A field study of problem solving at work", Organization Science, 17(4): 484-500. https://doi.org/10.1287/orsc.1060.0200
  26. Henderson, R. M. and Clark, K. B. (1990), "Architectural Innovation: The Reconfiguration of Existing Product Technologies and the Failure of Established Firms", Administrative science quarterly, 35(1): 9-30. https://doi.org/10.2307/2393549
  27. He, Z. L. and Wong, P. K. (2004), "Exploration vs. Exploitation: An Empirical Test of the Ambidexterity Hypothesis", Organization science, 15(4): 481-494. https://doi.org/10.1287/orsc.1040.0078
  28. Jaffe, A. B. (1989), "Real Effects of Academic Research", The American economic review, 79(5): 957-970.
  29. Jansen, J. J., Van Den Bosch, F. A. and Volberda, H. W. (2006), "Exploratory Innovation, Exploitative Innovation, and Performance: Effects of Organizational Antecedents and Environmental Moderators", Management science, 52(11): 1661-1674. https://doi.org/10.1287/mnsc.1060.0576
  30. Kang, S. C., Morris, S. S. and Snell, S. A. (2007), "Relational Archetypes, Organizational Learning, and Value Creation: Extending the Human Resource Architecture", Academy of management review, 32(1): 236-256. https://doi.org/10.5465/amr.2007.23464060
  31. Katila, R. (2002), "New Product Search Over Time: Past Ideas in Their Prime?", Academy of Management Journal, 45(5): 995-1010. https://doi.org/10.5465/3069326
  32. Katila, R. and Ahuja, G. (2002), "Something Old, Something New: A Longitudinal Study of Search Behavior and New Product Introduction", Academy of management journal, 45(6): 1183-1194. https://doi.org/10.2307/3069433
  33. Keupp, M. M. and Gassmann, O. (2009), "The Past and the Future of International Entrepreneurship: A Review and Suggestions for Developing the Field", Journal of Management, 35(3): 600-633. https://doi.org/10.1177/0149206308330558
  34. Koput, K. W. (1997), "A Chaotic Model of Innovative Search: Some Answers, Many Questions", Organization Science, 8(5): 528-542. https://doi.org/10.1287/orsc.8.5.528
  35. Laursen, K. and Salter, A. (2006), "Open for Innovation: the Role of Openness in Explaining Innovation Performance among UK Manufacturing Firms", Strategic management journal, 27(2): 131-150. https://doi.org/10.1002/smj.507
  36. Levinthal, D. A. and March, J. G. (1993), "The Myopia of Learning", Strategic management journal, 14(S2): 95-112. https://doi.org/10.1002/smj.4250141009
  37. Lin, H. E., McDonough, E. F., Lin, S. J. and Lin, C. Y. Y. (2013), "Managing the Exploitation/Exploration Paradox: The Role of a Learning Capability and Innovation Ambidexterity", Journal of Product Innovation Management, 30(2): 262-278. https://doi.org/10.1111/j.1540-5885.2012.00998.x
  38. Lin, C., Wu, Y. J., Chang, C., Wang, W. and Lee, C. Y. (2012), "The Alliance Innovation Performance of R&D Alliances-the Absorptive Capacity Perspective", Technovation, 32(5): 282-292. https://doi.org/10.1016/j.technovation.2012.01.004
  39. Lind, J. T. and Mehlum, H. (2010), "With or Without U? The Appropriate Test for a U‐Shaped Relationship", Oxford Bulletin of Economics and Statistics, 72(1): 109-118. https://doi.org/10.1111/j.1468-0084.2009.00569.x
  40. Manning, W. G. and Mullahy, J. (2001), "Estimating Log Models: to Transform or not to Transform?", Journal of health economics, 20(4): 461-494. https://doi.org/10.1016/S0167-6296(01)00086-8
  41. March, J. G. (1991), "Exploration and Exploitation in Organizational Learning", Organization science, 2(1): 71-87. https://doi.org/10.1287/orsc.2.1.71
  42. McDermott, C. M. and O'Connor, G. C. (2002), "Managing Radical Innovation: An Overview of Emergent Strategy Issues", Journal of product innovation management, 19(6): 424-438. https://doi.org/10.1111/1540-5885.1960424
  43. O'Reilly III, C. A. and Tushman, M. L. (2004), "The Ambidextrous Organization", Harvard business review, 82(4): 74-81.
  44. Pavitt, K. (1984), "Sectoral Patterns of Technical Change: Towards a Taxonomy and a Theory", Research Policy, 13(6): 343-373. https://doi.org/10.1016/0048-7333(84)90018-0
  45. Penner-Hahn, J. and Shaver, J. M. (2005), "Does International Research and Development Increase Patent Output? An Analysis of Japanese Pharmaceutical Firms", Strategic Management Journal, 26(2): 121-140. https://doi.org/10.1002/smj.436
  46. Powell, W. W., Koput, K. W. and Smith-Doerr, L. (1996), "Interorganizational Collaboration and the Locus of Innovation: Networks of Learning in Biotechnology", Administrative science quarterly, 41(1): 116-145. https://doi.org/10.2307/2393988
  47. Romer, P. M. (1986), "Increasing Returns and Long-run Growth", Journal of political economy, 94(5): 1002-1037. https://doi.org/10.1086/261420
  48. Rosenkopf, L. and Nerkar, A. (2001), "Beyond Local Search: Boundary-spanning, Exploration, and Impact in the Optical Disk Industry", Strategic Management Journal, 22(4): 287-306. https://doi.org/10.1002/smj.160
  49. Schulz, M. (2001), "The Uncertain Relevance of Newness: Organizational Learning and Knowledge Flows", Academy of management journal, 44(4): 661-681. https://doi.org/10.2307/3069409
  50. Shefer, D. and Frenkel, A. (2005), "R&D, Firm Size and Innovation: An Empirical Analysis", Technovation, 25(1): 25-32. https://doi.org/10.1016/S0166-4972(03)00152-4
  51. Souitaris, V. (2001), "External Communication Determinants of Innovation in the Context of a Newly Industrialised Country: a Comparison of Objective and Perceptual Results from Greece", Technovation, 21(1): 25-34. https://doi.org/10.1016/S0166-4972(00)00014-6
  52. Stock, G. N., Greis, N. P. and Fischer, W. A. (2001), "Absorptive Capacity and New Product Development", The Journal of High Technology Management Research, 12(1): 77-91. https://doi.org/10.1016/S1047-8310(00)00040-7
  53. Stuermer, M., Spaeth, S. and Von Krogh, G. (2009), "Extending Private‐Collective Innovation: A Case Study", R&D Management, 39(2): 170-191. https://doi.org/10.1111/j.1467-9310.2009.00548.x
  54. Todtling, F., Lehner, P. and Kaufmann, A. (2009), "Do Different Types of Innovation Rely on Specific Kinds of Knowledge Interactions?", Technovation, 29(1): 59-71. https://doi.org/10.1016/j.technovation.2008.05.002
  55. Tsai, K. H. and Wang, J. C. (2009), "External Technology Sourcing and Innovation Performance in LMT Sectors: An Analysis Based on the Taiwanese Technological Innovation Survey", Research Policy, 38(3): 518-526. https://doi.org/10.1016/j.respol.2008.10.007
  56. Tushman, M. L. and Anderson, P. (1986), "Technological Discontinuities and Organizational Environments", Administrative science quarterly, 31(3): 439-465. https://doi.org/10.2307/2392832
  57. Van de Vrande, V., De Jong, J. P., Vanhaverbeke, W. and De Rochemont, M. (2009), "Open Innovation in SMEs: Trends, Motives and Management Challenges", Technovation, 29(6): 423-437. https://doi.org/10.1016/j.technovation.2008.10.001
  58. Vavakova, B. (1995), "Building 'Research-industry' Partnerships through European R&D Programmes", International Journal of Technology Management, 10(4-6): 567-586.
  59. Walcszuch, R., Van, B. G. and Lundgren, H. (2000), "Internet Adoption Barriers for Small Firms in the Netherlands", European Management Journal, 18(5): 561-572. https://doi.org/10.1016/S0263-2373(00)00045-1
  60. West, J. and Bogers, M. (2017), "Open Innovation: Current Status and Research Opportunities", Innovation, 19(1): 43-50. https://doi.org/10.1080/14479338.2016.1258995
  61. Yang, K. P., Chiao, Y. C. and Kuo, C. C. (2010), "The Relationship Between R&D Investment and Firm Profitability under a Three-Stage Sigmoid Curve Model: Evidence from an Emerging Economy", IEEE Transaction of Engineering Management, 57(1): 103-117. https://doi.org/10.1109/TEM.2009.2023452
  62. Zahra, S. A. and George, G. (2002), "Absorptive Capacity: A Review, Reconceptualization, and Extension", Academy of Management Review, 27(2): 185-203. https://doi.org/10.5465/amr.2002.6587995