Network Analysis of ICT Startup Investment in Korea

한국의 ICT 스타트업 투자에 대한 네트워크 분석

  • Hyun Jung, Kim (Graduate School of Management of Technology Management of Technology, Sungkyunkwan University)
  • 김현정 (성균관대학교 기술경영전문대학원)
  • Received : 2023.01.04
  • Accepted : 2023.02.23
  • Published : 2023.02.28

Abstract

The purpose of this study is to analyze the ICT startup investment status in Korea and examine the relationship between startups and venture capitals by network analysis. In this study, the Gephi was used to analyze network attribute values and to compare the results of each centrality. As a result of the analysis, IMM investment, Altos Ventures, and Smilegate Investment were located in the top ranks in each centrality. It can present that venture capital companies ranked high in betweenness centrality, closeness centrality, eigenvector centrality have continuously invested in growing startups into unicorns from 2014 to 2019. These results can be used as data for startups want to receive funding from venture capital in the future in consider to the relation of startup and invest industry. This study provides information to develop strategies for the sustainable venture investment environment in Korea of stakeholders such as startups, venture capital, consumers, and the government; as a result, it can help various follow-up studies in the field of startups and venture capital.

본 연구의 목적은 ICT 스타트업과 투자 유치에 대한 네트워크 분석을 통하여 한국의 ICT 스타트업 투자 현황을 살펴보고 스타트업과 벤처캐피탈 간의 관계를 연구하는 것이다. 한국의 ICT 스타트업 투자 특성을 파악하기 위해 Gephi를 통한 네트워크 속성값을 추출하여 그 결과를 토대로 각 중심성의 결과를 비교 분석하였다. 분석 결과, 상위권에는 IMM investment, Altos Ventures, Smilegate Investment 등이 위치해 있으며, 매개 중심성, 인접 중심성, 위세 중심성에서 상위권에 위치해 있는 벤처캐피탈사가 2014년부터 2019년까지 유니콘으로 성장하는 스타트업에 지속해서 벤처 투자를 진행해 왔음을 알 수 있다. 이러한 결과는 향후 벤처캐피탈로부터 자금조달을 받고 싶은 스타트업이 업계 투자 현황을 고려하여 벤처캐피탈 간의 관계성을 파악할 수 있는 자료로 활용할 수 있다. 정책적 관점에서 창업 초기에 스타트업이 죽음의 계곡을 지나 성장, 발전하는 데 필요한 육성 전략 수립과 민간 및 정부 자금 지원과 관련 정책 방향성 마련에 기초자료로 도움을 줄 수 있을 것으로 기대한다.

Keywords

Acknowledgement

본 연구는 IBK 학술논문 연구지원사업 지원을 받아 수행됨

References

  1. Ahn, H. S., & Yoon, J. H.(2018). Corporate Venture Capital and Technological Innovation: Effects of Investment Portfolio Composition. Journal of Technology Innovation, 6(4), 29-56.
  2. Alamsyah, A., & Peranginangin, Y.(2015). Network Market Analysis Using Large Scale Social Network Conversation of Indonesia's Fast Food Industry. IEEE, 3(3), 327-331. https://doi.org/10.1109/ICoICT.2015.7231445
  3. Apostolato, I. A.(2013). An Overview of Software Applications for Social Network Analysis. International Review of Social Research, 3(3), 71-77. https://doi.org/10.1515/irsr-2013-0023
  4. Autio, E., & Thomas, L.(2014). Innovation Ecosystems. The Oxford Handbook of Innovation Management.
  5. Bahn, S. S., & Song, K. M.(2004). Evaluation Model and Factors for Investment Decision Making of Korean Venture Capitalists. Korean Journal of Business Administration, 42, 267-291.
  6. Bastian, M., Heymann, S., & Jacomy, M.(2009). Gephi: an Open Source Software for Exploring and Manipulating Networks. In Proceedings of the International AAAI Conference on Web and Social Media, 3(1), 361-362.
  7. Bonacich, P.(2007). Some Unique Properties of Eigenvector Centrality. Social Networks, 29(4), 555-564. https://doi.org/10.1016/j.socnet.2007.04.002
  8. Cherven, K.(2013). Network Graph Analysis and Visualization with Gephi. Packt Publishing Ltd.
  9. Cherven, K.(2015). Mastering Gephi Network Visualization. Packt Publishing Ltd.
  10. Cho, D. S., & Choi, G. H.(2020). Analysis of Influential Factors for Diagnosis of Innovation Capability for Start-ups in Korea. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 15(4), 99-112.
  11. Choi, Y. S., & Kim, D. Y.(2016). Comparative Study of Accelerator and Venture Capital through Investment Behavior. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 11(4), 27-36. https://doi.org/10.16972/apjbve.11.4.201608.27
  12. Cohen, S., & Hochberg, Y. V.(2014). Accelerating Startups: The Seed Accelerator Phenomenon. https://www.ssrn.com/abstract=2418000 (25 May, 2022).
  13. Colombo, M. G., Grilli, L., & Piva, E.(2006). In Search of Complementary Assets: The Determinants of Alliance Formation of High-tech Start-ups. Research Policy, 35(8), 1166-1199. https://doi.org/10.1016/j.respol.2006.09.002
  14. Demianenko, N., Yasnolob, I., Gorb, O., Zoria, O., Chip, L., Pestsova-svitalka, O., & Bardina, T.(2021). Innovative Approaches to the Formation and Development of the Startup Ecosystem. Journal of Environmental Management & Tourism, 12.3(51), 668-676. https://doi.org/10.14505//jemt.v12.3(51).06
  15. Eom, I. S.(2017). Successful Financing and Writing a Business Plan. Seoul: good land.
  16. Federation of Korean Industries.(2021). The Current Status and Implications of the World's Five Powerful Countries Emitting Unicorns. http://m.fki.or.kr/bbs/bbs_view.asp?cate=news&content_id=1934127b-dc6b-4448-8acd-c5e339dd1a11
  17. Fried, V. H., & Hisrich, R. D.(1995). The Venture Capitalist: A Relationship Investor. California Management Review, 37(2), 101-113. https://doi.org/10.2307/41165791
  18. Gompers, P. A.(1996). Grandstanding in the Venture Capital Industry. Journal of Financial Economics, 42(1), 133-156. https://doi.org/10.1016/0304-405X(96)00874-4
  19. Gorman, M., & Sahlman, W. A.(1989). What Do Venture Capitalists Do?. Journal of Business Venturing, 4(4), 231-248. https://doi.org/10.1016/0883-9026(89)90014-1
  20. Grandjean, M.(2015). Gephi: Introduction to Network Analysis  and Visualisation. http://www.martingrandjean.ch/gephi-introduction(5 MAY 2022).
  21. Han, J. H., & Hwangbo, Y.(2020). Determinants of Accelerators' Investment. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 15(1), 31-44. https://doi.org/10.16972/apjbve.15.1.202002.31
  22. Heo, J. E., & Yang, C. H.(2013). Applying Network Analysis in Convergent Research Relationships: The Case of High-Tech Convergence Technology Development Program. Journal of Korea technology innovation society, 6(4), 883-912.
  23. Heo, J. Y.(2020). A Study on the Determinants of Investment in Startup Accelerators. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 15(5), 13-35.
  24. Heo, J. Y., & Jeong, S. H.(2021). A Study on Investment Determinants by Investment Size of Startup Accelerators. Kasbs, 43(1), 187-219. https://doi.org/10.36491/APJSB.43.1.9
  25. Hong, D. U., & Jeon, B. H.(2019). A Study on the Domestic Scale-up Policy Direction through the Analysis of Scale-up Support Policy for Global Startups. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 14(6), 11-27. https://doi.org/10.16972/apjbve.14.6.201912.11
  26. Hong, J. H., & Yun, H. J.(2014). Presidential Candidate's Speech Based on Network Analysis: Mainly on the Visibility of the Words and the Connectivity between the Words. The Journal of the Korea Contents Association, 14(9), 24-44. https://doi.org/10.5392/JKCA.2014.14.09.024
  27. Hussain, S., Muhammad, L. J., & Yakubu, A.(2018). Mining social media and DBpedia Data Using Gephi and R. Journal of Applied Computer Science & Mathematics, 12(1), 14-20. https://doi.org/10.4316/jacsm.201801002
  28. Im, J. U.(2015). Current Status and Challenges of Korean Startup Ecosystem. Communications of the Korean Institute of Information Scientists and Engineers, 33(1), 19-25.
  29. Im, J. B., Jung, S. Y., Lee, S. U., & Chung., S. Y.(2016). The Study on the Policy of the Innovation Cluster for Startups Incubation: Focus on Pangyo Creative Economic Valley in Gyeonggi-Province. JKRDA, 28(4), 109-130. https://doi.org/10.22885/KRDA.2016.28.4.109
  30. Jeon, H. Y.(2016). Current status of domestic and foreign startups and their implications. Seoul: Hyundai Research Institute.
  31. Jung, S. W., & Kim, M. D.(2016). A Study on the Possibility to Use Christopher Alexander's Pattern Language by Using Network Analysis Tool. Korean Institute of Interior Design Journal, 25(3), 31-39. https://doi.org/10.14774/JKIID.2016.25.3.031
  32. Kim, J. B & Shin, S. E.(2015). Structural Investigation of the Korean Auto Industries through Social Network Theory. Journal of the Korean Production and Operations Management, 26(4), 437-455.
  33. Kim J. S., & Hong, D. H.(2013). An Analysis on the Current Status and Management Process of Accelerators. Seoul: Korea Electronics and Telecommunications Research Institute.
  34. Kim, J. S., Bae, T. J., & Lee, S. M.(2021). Key Elements that Affect Selection of the Venture Capital by a Startup. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 6(2), 1-17.
  35. Kim, K. W., & Seo, B. C.(2010). Effect of Venture Capital Investment on the ManagementPerformance of Venture Company. Journal of Industrial Economics and Business, 23(4), 1911-1931.
  36. Kim, S. K.(2011). Social Networking Analysis (SNA) and Industrial Engineering. Industrial Engineering & Management Systems, 18(1), 24-32.
  37. Kim, S. W.(2017). Entrepreneurship in the Era of the 4th Industrial Revolution. Entrepreneurship Korea, 5, 9-10.
  38. Kim, S. W., & Jin, W. S.(2020). Scale-up plan for venture companies, STEPI Insight.
  39. Kim, S. W., & Kim, K. M.(2020). A Study on the Startup Growth Stage in Korea. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 15(2), 127-135.
  40. Kim, S. W., Kim, Y. H., Lee, J. W., Kim, H. J., Ko, H. J., Kim, Y. S., & Kim, S. H.(2015). Entrepreneurship in Korea: M onitoring and Modeling. STEPI Insight.
  41. Kim, W. J.(2015). Network Centrality Theory: Network Big Data Analysis using Gephi&R. Seoul: Chaos Book.
  42. Kim, Y. H.(2003). Analysis of social networks. Seoul: Youngsa Park.
  43. Knoke, D., & Kuklinski, J. H.(1982). Network Analysis.(Quantitative Applications in the Social Sciences; 28). SAGE Publishing.
  44. Ko, J. M., & Kim, J. H.(2000). Formation and evolution of venture ecosystem. CEO Information, 240, 1-23.
  45. Koo, J. H., Kim, Y. J., Lee, S. Y., Kim, D. H., & Baek, J. H.(2019). A Study on the Factors Affecting Investment Decision of Korean Venture Capitalist. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 14(4), 1-18.
  46. Kwak, K. Y.(2019). Social Network Analysis (2nd Edition). Seoul: Book Publishing Cheongram.
  47. Kwon, Y. S., Yun, H. B., & Lee, J. H.(2019). Key Factors Affecting a Startup Entrepreneur's Choice of Accelerator. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 14(1), 33-46. https://doi.org/10.16972/apjbve.14.1.201902.33
  48. Lee, C. H., & Jung, T. H.(2016). The Impact of Government Funds in Venture Capital on Investment in Early-Stage Firms: An Evidence from Korean Venture Capital. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 11(2), 75-87. https://doi.org/10.16972/APJBVE.11.2.201604.75
  49. Lee, D. G.(2014). Discussion of the Week: Current Status and Improvements of Korea's Startup Ecosystem. Seoul: Korea Institute of Finance.
  50. Lee, J. H & Jung, T. H.(2016). The Impact of Government Funds in Venture Capital on Investment in Early-Stage Firms: An Evidence from Korean Venture Capital. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 11(2), 75-87. https://doi.org/10.16972/APJBVE.11.2.201604.75
  51. Lee, J. Y.(2014). A Study on the Ecosystem of Global start-up and policy Implications. KICS, 503-504.
  52. Lee, K. H., Kang, C., Kim, K. S., cha, S. C., & Kang, H. S. (2000). The Impact of Venture Capital Assistance on the Performance of Software Venture Businesses. Asia Pacific Journal of Samall Business, 22(1), 29-61.
  53. Lee, S. S.(2012). Network Analysis Methodology. Seoul, Nonhyung.
  54. Lee, S. Y., & Yang, J. S.(2021). The Future of Platform Business. Seoul: Leaders Book.
  55. Lee, T. K., Korea Venture Investment & Startup Alliance.(2000). Strategies for attracting startup investment from VCs. Seoul: NAMU.
  56. Lee, Y. J., Jeong, G. C., Jang, B. Y., Kim, S. W., Lee, M. K., Kim, Y. H., Kim, S. K, Jeong, W. J., & Lee, S. H.(2012). Measures for Activating Technological Entrepreneurship by Inspiring Entrepreneurship. Seoul: Science and Technology Policy Institute.
  57. Lee, W. B., Lee, S. W., & Jeong, J. S.(2022). Business model innovation mechanism according to digital transformation. Journal of MECHANISM MANAGEMENT, 1(1), 1-22.
  58. Lim, E. C,. & Kim, D. H.(2017). A Study of Grandstanding According to the Types of Venture Capital in Korea. Journal of the Korea Industrial Information Systems Research, 22(6), 85-94. https://doi.org/10.9723/JKSIIS.2017.22.6.085
  59. Lim, H. G.(2015). Investment for creative future, venture fostering policy-focused on global start-up support. Communications of the Korean Institute of Information Scientists and Engineers, 33(1), 10-18.
  60. Lim, S., Kwon, O., & Lee, D. H.(2018). Technology convergence in the Internet of Things (IoT) startup ecosystem: A network analysis. Telematics and Informatics, 35(7), 1887-1899. https://doi.org/10.1016/j.tele.2018.06.002
  61. Love, H.(2016). The start-up J Curve: The six steps to entrepreneurial success. Greenleaf Book Group.
  62. Moon, M. S.(2019). Concept and Spatial Implication of Entrepreneurship Ecosystem. Seoul: Korea Research Institute for Human Settlements.
  63. Park, D. J.(2020). Investment Capital Analysis and Case Study of Startup Capital: Mainly venture company. Master's thesis, Department of Technology Entrepreneurship, The Graduate School Pusan National University.
  64. Park, S. M.(2004). The Relationship between Characteristic of Founding Team, Technology Strategy, and Performance of New Ventures. Advancing Small Enterprise Innovation Research, 7(2), 25.
  65. Park, Y. H.(2022). A Study on Foreign Direct Investment Network Using Social Network Analysis. Regional industry review. 45(2), 165-187. https://doi.org/10.33932/rir.45.2.8
  66. Park, Y. R.(2013). Current Status of Venture Ecosystem and Development Plan: From the Perspective of Fund Ecosystem such as Angel Investment and Venture Capital. Science and Technology Policy, 191, 42-52.
  67. Patzelt, H., Zu Knyphausen-Aufsess, D., & Arnoldt, I.(2006). How Do Venture Capitalists Spread Risk by Diversification within Specialised Life Science Portfolios?. International Journal of Technology Management, 34(1-2), 105-125. https://doi.org/10.1504/IJTM.2006.009450
  68. Pauwels, C., Clarysse, B., Wright, M., & Van Hove, J. (2016). Understanding a New Generation Incubation Model: The Accelerator. Technovation, 50, 13-24. https://doi.org/10.1016/j.technovation.2015.09.003
  69. Perry, L. T.(1988). The Capital Connection: How Relationships between Founders and Venture Capitalists Affect Innovation in New Ventures. Academy of Management Perspectives, 2(3), 205-212. https://doi.org/10.5465/ame.1988.4277257
  70. Ra, K. H., Yang, D. G., & Altantsetseg Battulga.(2019). Understanding the Effects of Accelerators on Startups: A Network-Based Approach. Asia-Pacific Journal of Business Venturing and Entrepreneurship, 14(1), 85-99.
  71. Rosenstein, J.(1988). The Board and Strategy: Venture Capital and High Technology. Journal of business venturing, 3(2), 159-170. https://doi.org/10.1016/0883-9026(88)90024-9
  72. Scott, J.(1991). Networks of Corporate Power: A Comparative Assessment. Annual Review of Sociology, 17, 181-203. https://doi.org/10.1146/annurev.so.17.080191.001145
  73. Shin, D. S., Kim, S.. U., & Yu, C. H.(2018). A Study on The Influence factor of Venture Capital's Start-up Investment Strategy: Focusing on Venture Capital's Age and Financial Characteristics. The Journal of Industrial Innovation, 4(3), 141-164.
  74. Thangaraj, M., & Amutha, S.(2018). Gephi: Modified Gephi for Effective Social Network Analysis, International Journal of Scientific Research in Computer Science. Engineering and Information Technology, 1(1), 39-50.