Name Lee, Hak-Yeon
Position professor
Tel +82-2-970-6469
Fax 02-974-2849
Profile Download
• 2009 Ph.D. in Industrial Engineering, Seoul National University
• 2003 B.S. in Industrial Engineering, Seoul National University
• Head, BK21 FOUR Data Science & Business Potential Research Center, Seoul National University of Science & Technology
• Director, Data Science Research Institute, Seoul National University of Science & Technology
• Chair, Department of Head, BK21 FOUR Data Science & Business Potential Research Center, Seoul National University of Science & Technology
Research Areas
• Management of Technology: Technological Forecasting & Nowcasting, Technology Planning, Technology Evaluation
• Innovation Analytics: Technology Analytics, Startup Growth Analytics, Innovation Ecosystem Analytics
• Digital Business Strategy: Data-driven Business Strategy, Digital Business Modelling, Subscription Economy

• Undergraduate: Technology & Management, Service Science, Strategic Technology Management
• Graduate: Data Business, Advanced Technology Management, Advanced Service Management
Journal Papers
• Kim, C. and Lee, H. (2020). A patent-based approach for the identification of technology-based service opportunities, Computers & Industrial Engineering, 144, 106464. (SCIE)
• Lee, S., Lee, H., and Lee, C. (2020). Open innovation at the national level: Towards a global innovation system, Technological Forecasting and Social Change, 151, 119842. (SSCI)
• Lee, H. and Kang, P. (2018). Identifying core topics in technology and innovation management studies: A topic model approach, Journal of Technology Transfer, 43(5), 1291-1317. (SSCI)
• Jang, W., Kwon, H., Park, Y., and Lee, H. (2018). Predicting the degree of interdisciplinarity in academic fields: The case of Nanotechnology, Scientometrics, 116(1), 231-254. (SSCI)
• Lee, H., Seo, H., and Geum, Y. (2018). Uncovering the topic landscape of product-service system research: From sustainability to value creation, Sustainability, 10(4), 911. (SSCI)
• Kim, B., Lee, H., and Kang, P. (2018). Integrating cluster validity indices based on data envelopment analysis, Applied Soft Computing, 64, 94-108. (SCIE)
• Jeon, J., Kim, J., Park, Y., and Lee, H. (2017). An analytic network process approach to partner selection in acquisition & development (A&D). Technology Analysis & Strategic Management, 29(7), 790-803. (SSCI)
• Lee, H. and Geum, Y. (2017). Development of the technology roadmap considering layer heterogeneity: An integrative approach of CIA and AHP. Technological Forecasting and Social Change, 117, 12-25. (SSCI)
• Lee, H., Seol, H., Min, H., and Geum, Y. (2017). The identification of new service opportunities: A case-based morphological analysis. Service Business, 11(1), 191-206. (SSCI)
• Suh, Y. and Lee, H. (2017). Developing ecological indexes for identifying roles of ICT industries in mobile ecosystems: Inter-industry analysis approach. Telematics and Informatics, 34(2), 425-437. (SSCI)  
• Geum, Y., Jeon, H., and Lee, H. (2016). Developing new smart services using integrated morphological analysis: integration of the market-pull and technology-push approach. Service Business, 10(3), 531-555. (SSCI)
• Jo, H., Park, Y., Kim, S. E., and Lee, H. (2016). Exploring the intellectual structure of nanoscience and nanotechnology: journal citation network analysis. Journal of Nanoparticle Research, 18(6), 1-21. (SCIE)
• Kim, T., Hong, J., and Lee, H. (2016). Predicting when the mass market starts to develop: The dual market model with delayed entry. IMA Journal of Management Mathematics, 27(3), 381-396. (SSCI)
• Lee, S., Kim, W., Lee, H., and Jeon, J. (2016). Identifying the structure of knowledge networks in the U.S. mobile ecosystems: Patent citation analysis. Technology Analysis & Strategic Management, 28(4), 411-434. (SSCI)
• Jo, H., Lee, H., Suh, Y., Kim, J., and Park, Y. (2015). A dynamic feasibility analysis of public investment projects: an integrated approach using system dynamics and agent-based modeling. International Journal of Project Management, 33(8), 1863-1876. (SSCI)
• Lee, S. and Lee, H. (2105). Measuring and comparing the R&D performance of government research institutes: A bottom-up data envelopment analysis approach. Journal of Informetrics, 9(4), 942-953. (SSCI)
• Lee, C. and Lee, H. (2015). Novelty-focused document mapping to identify new service opportunities. Service Industries Journal, 35(6), 345-361. (SSCI)
• Lee, H. (2015). Uncovering the multidisciplinary nature of technology management: Journal citation network analysis. Scientometrics, 102(1), 51-75. (SSCI)
• Song, Y., Lee, S., Zo, H., and Lee, H. (2015). A hybrid Bass–Markov model for the diffusion of a dual-type device-based telecommunication service: The case of Wibro service in Korea. Computers & Industrial Engineering, 79(1), 85-94. (SCIE)
• Lee, H., Kim, S. G., Park, H. W., and Kang, P. (2014). Pre-launch new product demand forecasting using the Bass model: A statistical and machine learning-based approach. Technological Forecasting & Social Change, 86, 49-64. (SSCI)
• Lee, H. and Kim, C. (2014). Benchmarking of service quality with data envelopment analysis. Expert Systems with Applications, 41(8), 3761-3768. (SCIE)
• Kim, J., Park, Y., Kim, C., and Lee, H. (2014). Mobile application service networks: Apple’s App Store. Service Business, 8(1), 1-25. (SSCI)
• Lee, H. and Shin, J. (2014). Measuring journal performance for multidisciplinary research: An efficiency perspective. Journal of Informetrics, 8(1), 77-88. (SSCI)
• Shin, J. and Lee, H. (2013). Global low-risk business opportunity recognition for SMEs. Journal of Engineering and Technology Management, 30(4), 402-418. (SSCI)
• Park, Y., Geum, Y., and Lee, H. (2012). Toward integration of products and services: Taxonomy and typology. Journal of Engineering and Technology Management, 29(4), 528-545. (SSCI)
• Seol, H., Park, G., Lee, H., and Yoon, B. (2012). Demand forecasting of new media services using competitive Bass model and the theory of the niche: A case of digital broadcasting services in Korea. Technological Forecasting & Social Change, 79(7), 1217-1218. (SSCI)
• Lee, S., Geum, Y., Lee, H., and Park, Y. (2012). Dynamic and multidimensional measurement of product-service system (PSS) sustainability: A triple bottom line (TBL)-based system dynamics approach. Journal of Cleaner Production, 32, 173-182. (SCIE)
Kim, C. and Lee, H. (2012). A database-centred approach to development of new mobile service concepts. International Journal of Mobile Communications, 10(3), 248-264. (SSCI)
• Lee, H., Kim, M., and Park, Y. (2012). An analytic network process approach to operationalization of five forces model. Applied Mathematical Modelling, 36(4), 1783-1795. (SCIE)
• Lee, C., Lee, H., Seol, H., and Park, Y. (2012). Evaluation of new service concepts using rough set theory and group analytic hierarchy process. Expert Systems with Applications, 10(1), 3404-3412. (SCIE)
• Suh, Y., Lee, H., and Park, Y. (2012). Analysis and visualisation of structure of smartphone application services using text-mining and the set-covering algorithm: A case of App Store. International Journal of Mobile Communications, 10(1), 1-20. (SSCI)
• Jeon, J., Lee, H., and Park, Y. (2011). Implementing technology roadmapping with supplier selection for semiconductor manufacturing companies. Technology Analysis & Strategic Management, 23(8), 899-918. (SSCI)
• Kim, C., Lee, C., Seol, H. and Lee, H. (2011). Identifying core technologies based on technological cross-impact: An ARM and ANP approach. Expert Systems with Applications, 38(10), 12559-12564. (SCIE)
• Jeon, J., Kim, C., and Lee, H. (2011). Measuring efficiency of total productive maintenance: A three-stage DEA approach. Total Quality Management and Business Excellence, 22(8), 911-924. (SSCI)
• Lee, H., Kim, M., Lee, S., and Choi, C. (2011). R&D performance monitoring, evaluation, and management system: a model and methods. International Journal of Innovation and Technology Management, 8(2), 295-313.
• Lee, H., Kim, C., and Park, Y. (2010). Evaluation and management of new service concepts: An analytic network process-based portfolio approach. Computers & Industrial Engineering, 58(4), 535-543. (SCIE)
• Lee, H., Seol, H., Sung, N., Hong, Y.S., and Park, Y. (2010). An analytic network process approach to measuring design change impacts in modular products. Journal of Engineering Design, 21(1), 75-91. (SCIE)
• Lee, H., Park, Y., and Choi, H. (2009). Comparative evaluation of performance of national R&D programs with heterogeneous objectives: A DEA approach. European Journal of Operational Research, 196(3), 847-855. (SCIE)
• Lee, H., Lee, S., and Park, Y. (2009). Selection of technology acquisition mode using the analytic network process, Mathematical and Computer Modelling, 49(5-6), 1274-1282. (SCIE)
• Park, J., Lee, H., and Park, Y. (2009). Disembodied knowledge flows among industrial clusters: A patent analysis on the Korean manufacturing sector. Technology in Society, 31(1), 73-84. (SSCI)
• Lee, H., Kim, C., Cho, H., and Park, Y. (2009). An ANP-based technology network for identification of core technologies: a case of telecommunication technologies. Expert Systems with Applications, 36(1), 894-908. (SCIE)
• Lee, H., Lee, C., Seol, H., and Park, Y. (2008). On the R&D priority setting in technology foresight: A DEA and ANP approach. International Journal of Innovation and Technology Management, 5(2), 201-220.
• Seol, H., Lee, H., Kim, S., and Park, Y. (2008). The impact of information technology on organizational efficiency in public services: A DEA-based DT approach. Journal of the Operational Research Society, 59(2), 231-238. (SSCI)
• Lee, H. and Park, Y. (2005). An international comparison of R&D efficiency: DEA approach. Asian Journal of Technology Innovation, 13(2), 207-221. (SSCI)
Conference Papers
- 성기서, 황정민, 이학연, 스마트제조 국가연구개발 현황: 혁신주체별 특성 및 정책적 시사점, 2021 대한산업공학회 추계학술대회, 동국대학교, 2021
- 김인조, 이학연, 그래프 신경망(GNN) 기반 기술 네트워크 분석 및 예측 : 깃허브 자율 주행 프로젝트를 중심으로, 2021 대한산업공학회 추계학술대회 논문집, 동국대학교, 2021
- 김선희, 이학연, O2O 비즈니스 환경에서의 프랜차이즈 가맹점 운영 효율성 평가, 2021 대한산업공학회 한국경영과학회 춘계공동학술대회 논문집, 제주국제컨벤션센터, 2021
- 김창중, 이학연, 디지털 광고 마케팅 성과 평가를 위한 2단계 효율성 측정 모형, 2021 대한산업공학회 한국경영과학회 춘계공동학술대회 논문집, 제주국제컨벤션센터, 2021
- 이서영, 안승섭, 이학연, LDA와 Doc2vec을 이용한 디지털 헬스케어 기술 구조 분석, 2021 대한산업공학회 한국경영과학회 춘계공동학술대회 논문집, 제주국제컨벤션센터, 2021
- 김인조, 이학연, 깃허브를 이용한 기술 혁신 생태계 분석 : 자율주행 사례를 중심으로, 2021 대한산업공학회 한국경영과학회 춘계공동학술대회 논문집, 제주국제컨벤션센터, 2021