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국가 AI 경쟁력에 따른 OECD 국가 유형 분류: 퍼지셋 이상형 분석을 중심으로

Classification of OECD Countries Based on National AI Competitiveness: Employing Fuzzy-set Ideal Type Analysis

  • 신승윤
  • Shin, Seung-Yoon (Software Policy and Research Institute)
  • 투고 : 2024.02.21
  • 심사 : 2024.04.29
  • 발행 : 2024.06.30

초록

본 연구는 AI 인적자본, AI 기반 인프라, AI 기술혁신역량 요인을 중심으로 OECD 38개국의 국가 AI 경쟁력 수준을 확인하고, 퍼지셋 이상형 분석방법을 활용하여 OECD 38개국을 국가 AI 경쟁력 수준에 따라 여덟 가지 유형으로 분류, 시사점을 도출하였다. 분석 결과, "AI 선도국" 유형에는 대체적으로 북미, 서유럽, 북유럽 국가와 함께, 대한민국을 포함하는 아시아 국가들이 포함되었다. 특히 미국은 국가 AI 경쟁력 3개 요인 모두에서 분석 대상 국가 중 가장 높은 퍼지점수를 보이는 등 글로벌 국가AI 경쟁력을 압도하는 모습을 보였다. 대한민국의 경우, 우수한 AI 기반 인프라 수준을 바탕으로 AI 선도국 유형에 포함되었으나, AI 인적자본과 AI 기술혁신역량 요인은 분석 대상 국가 중 중위권 수준에 머무르고 있어 향후 장기적 관점에서의 AI 인적자본 축적과 AI 기술혁신역량 강화가 요구된다.

This study assesses the national AI competitiveness of 38 OECD countries with focus on AI human capital, AI infrastructure, and AI innovation capacity. Utilizing the fuzzy-set ideal type analysis method, these countries were categorized into eight distinct types based on their national AI competitiveness levels, leading to the derivation of pertinent implications. The analysis identified a category termed "AI Leading Country" consisting of North American, Western European, and Nordic countries, along with several Asian nations including South Korea. Remarkably, the United States demonstrated dominant global national AI competitiveness, achieving the highest fuzzy scores across all three evaluative factors. South Korea was classified as an "AI Leading Country" primarily due to its superior AI infrastructure, but its performance in AI human capital and AI innovation capacity was found to be moderate relative to other analyzed nations; thus highlighting the necessity of sustained focus on the accumulation of AI human capital and bolstering of AI innovation capacity.

키워드

참고문헌

  1. Ahn. S. W. (2017). "The Convergence of Cloud Computing and Artificial Intelligence." IT Daily, July 31.
  2. An. Y. (2019). "Determinants of Technological Innovation: Panel Study of Medical & Pharmaceutical Industry." STI Policy Review, 2(2), 229-246.
  3. Binsfeld, N., Pugalis, L. & Whalley, J. (2015). ICT ecosystems in small countries: an analysis of Luxembourg.
  4. Bong, K. (2023). "Recent trends in the level of artificial intelligence(AI) technology in our country and major nations." SPRi Trend.
  5. Cho, D. S. (1992). National Competitiveness. Seoul: MK Publish.
  6. Cho, W. & Cha, S. (2014). "A Study of Internationally-Comparable Indices of ICT Development: Scope, Measures, and Limitations." Korean Journal of Public Administration, 52(1), 177-218.
  7. Choi, S. H. & Jo, Y. S. (2014). "An Empirical Study for Competitiveness of Korean Shipbuilding and Marine Industry: Focusing the Diamond Model and 9-factors Model." Journal of Industrial Economics and Business, 27(1), 77-99.
  8. Choi, S. S., Joo, B. R. & Yeon, S. J. (2022). "Trends and Implications of Venture Capital Investment in the Artificial Intelligence Industry." Electronics and Telecommunications Trends, 37(6), 1-10.
  9. Choi, Y. C. & Choi, O. C. (2008). "Analysing Causal Relationships between National Competitiveness and Decentralisation." Journal of The Korean Urban Management Association, 21(2), 203-226.
  10. Choi, Y. J. (2009) "Application of Fuzzy-set Theory in Social Science." Journal of Governmental Studies, 15(3), 307-336.
  11. Choi, Y. (2022). "The reason why Lisbon, Portugal, became a 'startup hub'." Digital Bizon, August 21.
  12. Choo, H. S. (2018). "A Report of Importance of AI Computing Infrastructure and Current Status / Implications on Survey." SPRi Research Report.
  13. Chung, Y., Lee, K. J. & Kim, So. H. "An Analysis on International Competitiveness of Medical Tourism Industry in S.Korea, Thailand, Singapore, Malaysia." Health and Social Welfare Review, 33(3), 302-326.
  14. Dudek, G. (2019). "[Hearing from AI Experts] ⑥ "The Era of Unhindered Technology will Come with AI Empowered by 5G"." Samsung Newsroom. October 24.
  15. HAI. (2023). Artificial Intelligence Index Report 2023. Stanford University, United States.
  16. Ha, H. (2009). "A Study on the Reorganization of Local Government Structure for Local Decentralization." Journal of Local Government Studies, 21 (3), 33-52.
  17. Ho, A. & Im (2012). "Defining a New Concept of Government Competitiveness." Korean Journal of Public Administration, 50(3), 1-34.
  18. Hong, A. R., Kim, S. M., Han, E. S. & Yeon, S. J. (2020). "ETRI AI Strategy#5: Nurturing AI Professionals." Electronics and Telecommunications Trends, 35(7), 46-55.
  19. Hong, J. P., Kim, E. J. & Park, H. Y. (2017). "An analysis of determinants for artificial intelligence industry competitiveness." Journal of the Korea Institute of Information and Communication Engineering, 21(4), 663-671.
  20. Hudson, J. & Kuhner, S. (2009). "Towards productive welfare? A comparative analysis of 23 OECD countries." Journal of European Social Policy, 19(1), 34-46.
  21. Hur, J. (2012). "Visiting Luxembourg, dreaming of becoming a European ICT hub." ETNEWS, June 20.
  22. IMD. (2023). IMD World Competitiveness Booklet 2023.
  23. Jeon, N. (2023). "This year's biggest issue in the scientific community: 'R&D budget cuts'... The 'AI war' triggered by ChatGPT is also mentioned.." Donga Ilbo, December 27.
  24. Jung. S. C. (2023). "Artificial Intelligence Services Becoming Routine and the Shortage of Skilled Personnel." Asian Times. November 08.
  25. Jung, Y. R. & Yang, J. J. (2012). "Change and Continuity of the Western and Korean Welfare States: A Fuzzy-set Analysis." Korean Political Science Review, 46(1), 309-336.
  26. Kim, B. (2023). "National competitiveness stems from the entrepreneurial system." ETNEWS, August 22.
  27. Kim, B. W. (2016). "Trend analysis and national policy for artificial intelligence." Informatization policy, 23(1), 74-93.
  28. Kim, E. Y. (2011). "A Study on the Determinants of Technological Innovation in the Korean Manufacturing Firms: Focusing on Technological Regime." Journal of Industrial Economics and Business, 24(3), 1451-1478.
  29. Kim, G. (2022). "Key Elements in AI Development as Identified by the Top Three Global AI Indices." The AI Report, NIA AI Future Strategy Center. 11.21.
  30. Kim, H. (2010). "The Concept of Informatization and the Range of Informatization Programs in the Public Sector." Journal of Korean Association for Regional Information Society, 13(1), 1-23.
  31. Kim, H. S. (2011). "The Effects of Parents' Human, Social and Cultural Capital on the Children's Educational Achievement: Focusing on the Differences between Poor and Non-poor Students." Journal of School Social Work, 20, 123-150.
  32. Kim, H., Kim, E. & Lim, S. (2013). "A Comparative Study of National Competitiveness in Air Transport Industry using Diamond Model." Journal of the Aviation Management Society of Korea, 11(2), 43-65.
  33. Kim, P. (2022). "A New Standard for Classification of Countries: Social Integration and Politicsadministration Relationship." Modern Society and Public Administration, 32(2), 219-241.
  34. Kim, T. & Park, S. H. (2013). "A Study of Government Types and Government Outcomes Using Fuzzyset Ideal Type Analysis." The Korea Association for Policy Studies, 22(1), 493-516.
  35. Kim, Y. & Yoo, B. (2016). "Future Social Changes Brought About by the Advancement of Artificial Intelligence Technology." KISTEP InI, 12, 52-65.
  36. Kim. H. S. & Lim, E. J. (2016). "A Study on the Changing Environments of the Sport Industry and Enhancement of the National Competitiveness." The Korean Journal of Sport, 14(3), 371-381.
  37. Ko, K. & Park, S. (2012). "A Critical Review of Global Competitiveness Indices: Around the Global Competitiveness IMD and WEF Indices." Korean Journal of Public Administration, 50(3), 35-66.
  38. Kvist, J. (1999). "Welfare reform in the Nordic countries in the 1990s: using fuzzy-set theory to assess conformity to ideal types." Journal of European Social Policy, 9(3), 231-252.
  39. Kwak, H. & Lee, S. (2019). "Competitiveness Analysis for Artificial Intelligence Technology through Patent Analysis." The Journal of Information Systems, 28(3), 141-158.
  40. Lee, C., Wan, J. & Kim. J. (2012). "A Comparative Study on the International Competitiveness of Chinese Shipping Industry." Journal of Korea Port Economic Association, 28(1), 289-312.
  41. Lee, H. S., Qiao, Xin., Shin, S. Y., Kim, G. R. & Oh, S. H. (2022). "Analysis of Korea's Artificial Intelligence Competitiveness Based on Patent Data: Focusing on Patent Index and Topic Modeling." Informatization Policy, 29(4), 43-66.
  42. Lee, J. (2016). "Human Capital and Economic Development." Economic Journal, 55(2), 269-276.
  43. Lee, J. M. (2021). "Policy Analysis on AI SW Human Resources Development Using Cognitive Map Analysis." Journal of Information Technology Applications & Management, 28(3), 109-125.
  44. Lee, S., Won, H., Ko, M. & Hwang, S. (2024). "Korean AI capabilities at 47% compared to the United States... Urgent need for GPU and talent acquisition." Maeil Business Newspaper, February 18.
  45. Nzobonimpa, S. & Savard, J. F. (2023). "Ready but irresponsible? Analysis of the Government Artificial Intelligence Readiness Index." Policy & Internet, 15(3), 397-414.
  46. Oh, U. (2013). Educational Interpretation and Utilization of Social Capital: From Coleman and Beyond. Paju: Kyoyook Kwahaksa.
  47. Oxford Insights (2023). Government AI Readiness Index 2023. United Kingdom.
  48. Park, C. (2023). "China Aims to Improve Computing Power by More than 50% by 2025 for AI Innovation." AI Times, October 10.
  49. Park, M. H. (2023). "Analysis of National Research and Development Trends in the AI Field Using Structural Topic Models." Jour. of KoCon.a, 23(12), 297-308.
  50. Porter, M. E. (1990). The Competitive Advantage of Nations, The Free Press, New York.
  51. Ragin, C. C. (2000). Fuzzy-set social science. University of Chicago Press.
  52. Schuller, T. & Field, J. (2013). Social capital, human capital and the learning society. In From Adult Education to the Learning Society. 354-365, Routledge.
  53. Seok, J. E. (2014). "Towards a Sustainable Welfare State: An Evaluation and Typology of OECD Countries Through the Fuzzy-set Ideal Types Analysis." Health and Social Welfare Review, 34(4), 5-35.
  54. Shim, W. S. (2007). "Analysis of National Tourism Competitiveness using the Porter's Diamond Model." Journal of Tourism Science, 31 (4), 13-34.
  55. Shon, M., Choi, M. & Hur, J. (2021). "Competitiveness comparison of global innovation through analysis of SW industry efficiency in major countries." Innovation Studies, 16(2), 85-116.
  56. Son, M. Y. & Kenji, Y. (2013). "A comparative analysis on the competitiveness of Korean and Japanese fashion industry by applying Generalized Double Diamond Model." Asia Marketing Journal, 15(1), 4.
  57. Son, U. (2024). "Even successful AI startups falter"... Lean period due to investment contraction." NEWS1. March 15.
  58. Sung, W. J. & Hwang, S. (2017). "A Review of Intelligent Society Studies: A look on the future of AI and policy issues." Informatization Policy , 24(2), 3-19.
  59. Tamayo, J., Doumi, L., Goel, S., Kovacs-Ondrejkovic, O. & Sadun, R. (2023). "Reskilling in the Age of AI." Harvard Business Review,Talent Management. September-October 2023.
  60. Tortoise Media (2023). The Global AI Index 2023 . United Kingdom.
  61. Wang, J. (2020). "The Cost of AI Training is Improving at 50x the Speed of Moore's Law: Why It's Still Early Days for AI." ARK Investment May 6.
  62. Won, H. & Hwang, S. (2024). "When American universities increase by 600, Seoul National University only by 25... Surge in demands for expanding AI student quotas." Maeil Business Newspaper, February 14.
  63. Yoon. H. (2024). "The US, China, and Europe aiming for dominance in the global AI industry." ETNEWS, January 2.
  64. Yoo, J, Ahn, S., Kim, J., Ahn, M., Jang, J., Bong, K. & Noh, J. (2023). "The Rise of Generative AI and Changes in the industry." SPRi Issue Report. June 8.
  65. Yoon, J. C. (2017). "A Study on the Structural Analysis of Human Capital, Social Capital, and Positive Psychological Capital Affecting to Ability to Create Intellectual Capital." Doctoral Thesis, Department of Education, Chungnam National University.
  66. Zadeh, L. A. (1965). "Fuzzy sets." Information and control, 8(3), 338-353.