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Special Session 01.

  • Chair: Chulho Yang(Oklahoma State University, USA)
  • Theme: Smart Wearable Technology
  • Paper Lists:
    • 1. (Chulho Yang & Young Chang): Auxetic Structures Used in Smart Wearable Garments
    • 2. (Mary Ruppert-Stroescu): Smart Clothing and Sensing for Patients
    • 3. (Ning Wang): Cattle Facial Recognition Using Deep Learning
    • 4. (Bing Yao): Biomedical and Health Informatics
    • 5. (Ilchung Park, Jeeyeon Hahn, and Chulho Yang): Thermal Characteristics of Auxetic Structures
    • 6. (Hitesh Vora): 3D printed PLA-Steel Polymeric Composite for Biomedical Applications

Special Session 02.

  • Chair: Avimanyu Sahoo(Oklahoma State University, USA)
  • Theme: Machine Intelligence in Mechatronics and Robotics
  • Paper Lists:
    • 1.(Avimanyu Sahoo and Vignesh Narayanan): Distributed estimation and control of multi-agent linear systems with uncertain dynamics
    • 2. (Geetika Vennam and Avimanyu Sahoo): Self-learning battery management systems for li-ion battery
    • 3. (Ming Feng, Jihwan Yoon, Hao Xu):  Real-time locating and tracking multiple small Unmanned Aerial Vehicles
    • 4. (Li Li and Avimanyu Sahoo): Multi-objective optimization of network graph for state estimation
    • 5. (Vignesh Narayan and Avimanyu Sahoo):  Neural network control of inter-connected inverted-pendulum with uncertain dynamics

Special Session 03.

  • Chair: Virginia Charter(Oklahoma State University, USA)
  • Theme: The Impact of Fire Protection and Safety Technologies
  • Paper Lists:
    • 1. (Virginia Charter & Haejun Park): Mitigation of Fire Spread in Informal Settlements
    • 2. (Virginia Charter): Integrating Fire Protection Engineering in the Design Process
    • 3. (Bryan Hoskins): Occupant Response to Emergency Notification
    • 4. (Leslie Stockel): Improving Student Safety During OSU Homecoming House Decoration Construction
    • 5. (Robert Agnew): Toxicity of Fire Effluent

Special Session 04.

  • Chair: Heather Yates(Oklahoma State University, USA)
  • Theme: Construction Education
  • Paper Lists:
    • 1. (Heather Yates & Sreemala Das Majumder): Perceptions of Soft Skill of Undergraduate Students
    • 2. (Jonghoon Kim): Civil Integrated Management (CIM) Application for a Traffic Interchange Project: Case Study
    • 3. (George Berghorn): Participation in Competition-based Capstones Lead to Better Attainment of Program Outcomes
    • 4. (Ben Farrow):Aligning Demographic Shifts and Student Participation in Construction Management Education
    • 5. (Rachel Mosier and Lantz Holtzhower): Linking Test Taking Time with Grades

Special Session 05.

  • Chair: Natalja Lace(Riga Technical University, Latvia)
  • Theme: Innovation Diversity for Emerging Economies
  • Paper Lists:
    • 1. (Cirjevskis, Andrejs): Measuring Competence-Based Synergies as Reciprocal Synergies with a Real Option Valuation in Mergers and Acquisitions
    • 2. (Babica, Viktorija&Sceulovs, Deniss): Business process digitalisation: opportunities and challenges
    • 3. (Dubickis, Mikus&Gaile-Sarkane, Elīna): On factors influencing technology transfer in companies at emerging economies
    • 4. (Oganisjana, Karine&Kozlovskis, Konstantins): Gender conditioned vision of innovation opportunities
    • 5. (Kasperovica, Ludmila & Lace, Natalja): Factors influencing companies pozitive financial performance in digital age: a Meta-Analysis
    • 6. (Simberova, Iveta &Kocmanova, Alena): Opportunities and Threats of Business Model Digital Transformation
    • 7. (Nikitina, Tatjana, Lapiņa, Inga, Ozoliņš, Modris, Irbe, Madara, Priem, Martijn, Smits, Matthijs, Nemilentsev, Mikhail): Competences for Strengthening Entrepreneurial Capabilities: The European Entrepreneurship Training Community Project

Special Session 06.

  • Chairs: Lei Ma(Nanjing Univ. of Science and Technology, China) & Zheng Liu(Nanjing Univ. of Science and Technology, China & Univ. of South Wales, U.K.)
  • Theme: Digital Innovation & Governance Policy
  • Paper Lists:
    • 1.(Tao Lee, Lei Ma & Zheng Liu): Marginal cost strategy of sustainable digital innovation in platform monopoly and niche competition
    • 2.(Tao Lee, Lei Ma & Zheng Liu): A sustainable patent fair value valuation & risk hedging mechanism based on super-sovereign digital currency
    • 3. (Zheng Liu, JinHyo Joseph Yun &Xiaofei Zhao): Exploring the role of government policy in the macro dynamic innovation of the creative industries: Studies on U.K. and China’s animation sectors
    • 4. (Xiaojing Huang): Research on the construction of innovative ecosystem in high-tech industrial park:—With Nanning high tech Industrial Development Zone
    • 5. (Kou Jing, Yuwei Zhang &Ziyi Wan): Research on the Digital Governance Path of Local Government in China: A Case Study of Jiangsu Province

Special Session 07.

  • Chair: Yuri Sadoi(Meijo University, Japan)
  • Theme: Open Innovation the role of Japan
  • Paper Lists:
    • 1.(OpasPiansoongnern&RungluckNaksung): An Open Innovation Model for University-Industry Knowledge Transfer: A Case Study of Thailand
    • 2.( YuriSadoi): A diamond structure of the value-chain in the Japanese automotive suppliers
    • 3.(Kentaro Ono, Yusuke Tanaka, and KatsunobuMotoda): An Knowledge innovation model of Industry-university- local government: the case of Japan
    • 4. (Yuri Sadoi& Ye Tu Min): Human Resource Development of SMEs in Myanmar
    • 5. (Sergei SHAPOSHNIKOV): Servitization of Japanese business as a strategic response to the growingcompetition

Special Session 08.

  • Chairs: Zheng Liu(University of South Wales, UK), Victoria Stephens(University of South Wales, UK)
  • Theme: Innovation & Sustainability
  • Paper Lists:
    • 1.( Lei Ma, Ben Zhang , Zheng Liu, Tao Li): The formation mechanism of platform innovation ecosystem: case of China-University Intellectual Property Operation Platform
    • 2.(Zheng Liu, Lei Ma, Tianyu Huang): Multi-governance and responsible innovation in the sharing economy: studies on China's shared bicycle sector
    • 3.(Victoria Stephens, Zheng Liu, Dominic Page): Conceptualising the role of metaphor in innovation
    • 4.(Steffan James, Hefin Rowlands): Revolution or Evolution: Industry 4.0 and Quality Management
    • 5. (Yang Wang): Marketization path research on intellectual property package on the product platform of new R&D institutions-From the perspective of intellectual property risk management

Special Session 09.

  • Chairs: Valentina Della Corte(University of Naples Federico Ⅱ, Italy) & Giovanna Del Gaudio(University of Naples Federico Ⅱ, Italy)
  • Theme: Open Innovation in the Tourism Sector
  • Paper Lists:
    • 1.(Valentina Della Corte, Giovanna Del Gaudio, Fabiana Sepe): Entrepreneurial traits and open innovation. The case of agri-food sector
    • 2. (Valentina Della Corte, Giovanna Del Gaudio): Open innovation in the educational approach
    • 3.(Valentina Della Corte, Giovanna Del Gaudio, Enrico Di Taranto): Open innovation in the Italian Hotel Industry
    • 4.(Valentina Della Corte, Giovanna Del Gaudio, Giuliana Nevola): Patterns of open innovation in the restaurant industry
    • 5.(Valentina Della Corte, Giovanna Del Gaudio, Enrico Di Taranto): Tourism destination and the smart approach. A bibliometrical analysis

Special Session 10.

  • Chair: JinHyo Joseph Yun(DGIST, Korea)
  • Theme: Open Innovation with Inter-Rationality
  • Paper Lists:
    • 1. (Jinhyo Joseph Yun(corr.)):Schumpeter Rectangle: New Combination from Open Innovation to Business Model
    • 2. (Jinhyo Joseph Yun(corr.), DooSeok Lee, Heungju Ahn, KyungBae Park): From Bounded Rationality to Individual Rationality-The Core of Emergence in Open Innovation Dynamics
    • 3. (Jinhyo Joseph Yun(corr.), Xiaofei Zhao, Lei Ma, Zheng Liu  & ....): Delivery Open Innovation Business Model Platform-Korea Bemin, USA Uber eats, China Meituan
    • 4. (Jinhyo Joseph Yun(corr.) & .... ) Financial Data Based Open Innovation Measure Model Building & Apply
    • 5. (Jinhyo Joseph Yun(corr.), Heungju Ahn, Euiseob Jeong(co-corr.), KyungHun Kim): Appearance of Collective Intelligence in Mathematics

Special Session 11.

  • Chair: KwangHo Jung(Seoul National University, Korea)
  • Theme: Design, Community Innovation, Creativity, and Culture
  • Paper Lists:
    • 1. (Kwangho Jung): Smart Voucher Design: Public Innovation for Citizens
    • 2. (Kwangho Jung, Sooki Lee &Daesung Jun): Collaboration between Traditional Market and Large Discount Retailers: Is It Sustainable Community Innovation
    • 3. (Kwangho Jung, Jong-Hwan Eun& Seung-Hee Lee): Policy Lessons from Centers for Creative Economy and Innovation (CCEI) in South Korea
    • 4. (Kwangho Jung, Jane E. Workman & Seung-Hee Lee): Cultural Literacy and Creativity
    • 5. (Seung-Hee Lee, Kwangho Jung & Jane E. Workman): Fashion Counterfeits: Wicked Problem or Embedded Culture

Special Session 12.

  • Chair: Jeonghwan Lee(Myongji University, Korea)
  • Theme: Innovation and knowledge creation
  • Paper Lists:
    • 1. (Jeonghwan Lee, Anvarov Sanjar, Kyuho Jin*):Corporate Control and Local Innovation of International Joint Ventures: Evidence from Korea
    • 2. (He Soung Ahn): Knowledge Creation by SMEs Receiving Government R&D Support
    • 3. (Jung Hyun Kim*, Jeonghwan Lee): Impact of Soft and Hard Power on Cross-Border M & As Execution
    • 4. (Injong Lim*, Jeonghwan Lee): A Study on the Factors Affecting Technology Convergence in Output Perspective: Focusing on Korean Individual Patents
    • 5. (Monica Youngshin Chun, Injong Lim, Jeonghwan Lee*): A Study on Determinants of Technology Convergence among Korean Large Enterprises and Government-Supported Research Institute

Special Session 13.

  • Chair: Eungdo Kim (Chungbuk National University, Korea)
  • Theme: Dynamic of Open innovation in biomedical Industry #1
  • Paper Lists:
    • 1. (Kisoon Shin; Eungdo Kim*; Kwangsoo Shin*): The impact of Social Capital on Korean National Innovation System
    • 2. (Sunmi Jung; Kwangsoo Shin*; Eungdo Kim*): Factors Affecting the Performance of Government Supported R&D Project in Korean Bio-Pharmaceutical Industry
    • 3. (Heeeun Min; Eungdo Kim* ;Kwangsoo Shin*): Evaluating determinant Priority of Success factors of Technology Transfer in Government-funded Research Institute
    • 4. (Sooryun Ryu; Eungdo Kim*; Kwangsoo Shin*): Measuring efficiency of Korean bio-pharmaceutical firms based on business model - meta-frontier analysis
    • 5. (He SoungAhn; Eungdo Kim*): Do strategic alliances really benefit firms? A distinction between successful and failed alliances

Special Session 14.

  • Chair: Kwangsoo Shin(Chungbuk National University, Korea)
  • Theme: Dynamic of Open innovation in biomedical Industry #2
  • Paper Lists:
    • 1. (Nahmryune Cho; Eungdo Kim*; Kwangsoo Shin*): How pipeline management affects on innovation performance in pharmaceutical industry
    • 2. (Sungjin Park; Eungdo Kim*; Kwangsoo Shin*): The optimal new drug portfolio managment strategy in bio-pharmaceutical industry
    • 3. (Harry Jeong; Kwangsoo Shin*; Eungdo Kim*): Value Network Evolution in the Food Industry: A case of Korea
    • 4. (Gyuyoung Kim; Kwangsoo Shin*; Eungdo Kim*): Hurdles and Innovation Strategies for Using Public Healthcare Big Data: A case of Korea
    • 5. (KyungTaeEom; Changhyun Song; Kwangsoo Shin*): What is important for the firm's growth in Korean medical device industry? Business Model, Diversification, Technological Innovation

Special Session 15.

  • Chair: Tae-Eung Sung(Yonsei University, Korea)
  • Theme: Open Innovation and Technology Commercialization
  • Paper Lists:
    • 1. (Hyejae Jung; Eungdo Kim*): How to overcome uncertainty? : Impact of firm-level uncertainty on firm’s alliance portfolio management in the pharmaceutical industry
    • 2. (Seungmin Kim; Eungdo Kim*): How innovation capacities affect firm performance in pharmaceutical industry: Focus on capability-based framework for open innovation
    • 3. (Eungdo Kim; He SoungAhn*): How to choose the ideal date mate? Differences in the antecedents of successful vs. failed strategic alliances
    • 4. (Jeong-Hee Lee, Jongseok Kang*, We Shim, Hyun-sang Chung, Tae-Eung Sung*): A Pattern Detection Model Using Deep Learning Algorithm for Power Data Analysis in Abnormal Conditions
    • 5. (Chan-Ho Lee, Ji-Hye Choi, Min-Seung Kim, Jung-Hwan Choi, Ki-Heon Cho, Tae-Eung Sung*): A Novel Approach on Constructing the Concordance Tables between IPC and KSIC using Vector Space and Probabilistic Models
    • 6. (Min-Seung Kim; Jeong-Hee Lee, Yong-Ju Jang, Chan-Ho Lee, Ji-Hye Choi, Tae-Eung Sung*): A Prediction Model of Asthmatic Occurrence with Meteorological and Atmospheric Changes Using Hybrid Deep Learning Algorithm

Special Session 16.

  • Chair: Haiyan Yan(Shanghai Univ. of International Business and Economics, China)
  • Theme: Technology, Innovation and Collaborative Governance
  • Paper Lists:
    • 1. (Xiaoyi Ding, Haiyan Yan*, Haonan Qu , Xinyue Yan): A comparison of Technology Capabilities of the Countries along the Belt and Road: Technical Complexity Metrics of Country-Product and Policy Implications
    • 2. (Zhenping Zhang, Haiyan Yan*, Jiayin Qi, Enzo Boniva): Chinese Entrepreneurs' View of Innovation: a Case Study of Hot Essays on Zhisland
    • 3. (Linlin Wang, Haiyan Yan*, Xinyue Yan, Qiongbo Zhai): Enhancing the Open Innovation Ecosystem of Higher Education: A System Analysis and Case Study of Shanghai Zizhu International Education Park
    • 4. (Haiyan Yan, Lingyun Zhan, Haonan Qu*, Xinyue Yan): Comparative Study of Innovation Policies to Foster the Development of Shanghai Science and Technology Innovation Center
    • 5. (Linlin Wang, Enzo Bovina, Haiyan Yan*, Jiayin Qi): System Analysis and modeling of the collaborative governance in post-disaster construction

Special Session 17.

  • Chair: Sang Ok Choi (Korea University, Korea)
  • Theme: Innovation Performance
  • Paper Lists:
    • 1. (Dae-geon Kim, Seung-hooJin, Si-Jeoung Kim, Sang-ok Choi(Corr.)): Study of the Factors of Convergence Technology Innovation Performance
    • 2. (Si-jeoung Kim, Dae-geon Kim, Sang-ok Choi(Corr.)): Empirical Research on the Affecting Factors of Innovation Performance by Korean Service-Sector Enterprises
    • 3. (Si-jeoung Kim, Sang-ok Choi(Corr.)): The Longitudinal Relationship between Technological Innovation Orientation and Performance Using Autoregressive Crosslagged Modeling
    • 4. (Jae-seong Kim, Sang-ok Choi(Corr.)): A Comparative Analysis on the Structure of Corporate R&D Capability and Performance : Focused on Manufacturing and Service Industry in Korea
    • 5. (Jae-seong Kim, Sang-ok Choi(Corr.)): The Effect of Human Resources Development System on Organizational Innovation>

Special Session 18.

  • Chair: DaeCheol Kim(Hanyang University, Korea)
  • Theme: Efficiency Issues in R&D and Supply Chain
  • Paper Lists:
    • 1. (Sungyong Choi): Considering emission reduction coordination in a two-echelon supply chain
    • 2.(Tae Youn Kim; Byung Yong Hwang; Daecheol Kim): The effects of Incentive on R&D Performances
    • 3. (Eun Song Bae; Hyun Dong Nam; Moon Sang Kang): Efficiency Analysis of R&D 100 Award in Korea
    • 4. (Minjung Oh): A Study on the Effect of Personal Competence of Team Member on the Project Success
    • 5 .(Eun Song Bae; Meehyang Chang; Daecheol Kim): The Effect of Integrated Resort on Tourism in Korea

Special Session 19.

  • Chairs: Junghyun Yoon(Yeungnam University, Korea) & Sanghyun Sung(POSTECH, Korea)
  • Theme: The Roles of HR, Organizational Capabilities, and Open Innovation in the 4th Industrial Revolution
  • Paper Lists:
    • 1. (Dongwoo Ryu, Sanghyun Sung &Junghyun Yoon): Building Human Side of Openness through High-commitment HRM Systems toward Ambidextrous Innovation
    • 2. (Sanghyun Sung, SeHwanYoo, Junghyun Yoon): Open Innovation and Performance of Tech-based Companies: Based on Machine Learning
    • 3. (Daesu Kim, Sanghyun Sung): The Role of Adversity Quotient in Re-startup
    • 4. (ChoongHyun Kim, Jaehoon Rhee, Junghyun Yoon): The Effect of Customer Discovery Program on the Entrepreneurial Education
    • 5. (Junghyun Yoon, Hwang Seonghun, Dongwoo Ryu): The Role of Open Innovation in Improving Organizational Performance: Based on Tech-based SMEs
    • 6. (In Jun, Sung Yunji, Junghyun Yoon): Exploring Social Economy in South Korea: Open Innovation and Policies

Special Session 20.

  • Chair: Jong-In Choi(Hanbat National University, Korea)
  • Theme: Innovation, Entrepeneurship and Sustainability
  • Paper Lists:
    • 1. (Choi, Jong-in): University Entrepreneurship Education : Performance and direction
    • 2. (Lee, Woncheul and Choi, Jong-in): Social value and Sustaiability Management
    • 3. (Kwon, Kihwan and Choi, Jong-in): Entrepreneurial orientation and Prerformance
    • 4. (Xiaofei Zhao, Jinhyo Joseph Yun(corr.)): Diveristy of Open Innovation Culture according to NIS

Special Session 21.

  • Chair: Dongwook Kim(Seoul National Univeristy, Korea)
  • Theme: Digital transformation and innovation in the public sector
  • Paper Lists:
    • 1. (Seok-JinEom, Hanchan Hwang & Jun Houng Kim): E-petition and citizen engagement in turbulence: a case of e-petition on the Blue House website in Korea
    • 2. (Choong-Sik Chung & Sung-Bou Kim): A Comparative Study of National Information Policy in Northeast Asian Countries - Focusing on the national digital strategy of Korea, China and Japan
    • 3. (Wookjoon Sung &Changil Kim): A Study on Government Innovation and Change Management in the Age of Digital Transition
    • 4. (Dongwook Kim, Seungyun Shin &Youngmin Cho): The determinants of Local government Informatizationbudet -focusing on the digital innovation capability of local government
    • 5. (Hanbyul Choi &Gilpyo Hong): An Empirical Study on the Local Informatization using Semantic Analysis

Special Session 22.

  • Chair: Weian Li(Nankai University & Tianjin University of Finance and Economics, China)
  • Theme: Green Governance
  • Paper Lists:
    • 1. (Zhenjie Liu, Weian Li and Chen Hao): Corporate Environmental Social Responsibility and Financing Constraints
    • 2. (Xiaolin Li and Weian Li): Family control, political connection and corporate green governance
    • 3.(Weian Li; Minna Zheng; Guangyao Cui): Green Credit Policy and Corporate Debt Financing
    • 4.(Zaiyang Xie; Runhui Lin; Yuan Gui, Lun Wang): Enhancing firm's innovation development in respond to the change in environmental regulation - Evidence from OECD countries
    • 5. (Lujun Qi; Lixiang Wang; Weian Li): Do listed companies pay to be green? Evidence from Chinese green bond market
    • 6. (Weian Li; Yupei Liu): Socially responsible funds, corporate greenwashing and disclosure quality

Special Session 23.

  • Chairs: Chang-Soo Sung (Dongguk University, Korea) & Joon Yeon Park(Murdoch University, Australia)
  • Theme: Digital Innovation and Entrepreneurship
  • Paper Lists:
    • 1. (Park, J. Y.): DIGITAL ENTREPRENEURSHIP: Exploring the implications for entrepreneurial processes and outcomes
    • 2. (Park, J. Y.):The “dark side” of social media in venture creation
    • 3. (Sung, C.S.): Does Entrepreneurship Education really work? The Meta-analysis of 10 years of Entrepreneurship Education
    • 4. (Lee, K, S.): The effect of emotional resilience on venture growth: focusing on serial entrepreneurs
    • 5. (Kim, Y.S., Sung, C.S.): The role of bricolage and nascent entrepreneurship

Special Session 24.

  • Chair: Junic Kim(KonKuk University, Korea)
  • Theme: Open Innovation and Strategic Competitiveness
  • Paper Lists:
    • 1. (Eun-hwa Seo & Kwangsoo Kim): Effects of industry dynamism and business strategy on innovation and innovation performance: A mediating role of absorptive capacity
    • 2. (Chooyeon Kim, Jihong Kim &  Jaewook Yoo): A Study on the Fit between Innovation Strategies and Country-Specific Ownership and Control Structures : Focusing on Ambidextrous Innovation Strategy and the Ownership and Control Structures in Korean Manufacturing Firms
    • 3. (Eunhwa Lee & Jaewook Yoo): Analysis on the moderating effect of interaction between user innovation and absorptive capacity on the relationship between owner managers ownership ratio and innovation performance
    • 4. (Yuhan Liu, Eunhwa Lee & Jaewook Yoo): Analysis of the Effect of Ownership Structure on the Relationship between Government Subsidies and R & D Investments. - in China high-tech enterprises
    • 5. (Junic Kim): Blockchain Transformation: new innovation of platform economy

Special Session 25.

  • Chairs: Park HangSik(Eulji University, Korea)&JungHee Han(HongIk University, Korea)
  • Theme: Beyond Innovation, Beyond Smart City
  • Paper Lists:
    • 1.(Park HangSik): The Influence of Digital Native Media Utilization and Network Homogeneity on Creative Expressiveness in an Open Innovation Paradigm
    • 2.(Heeyoung Jang and Junghee Han): Patents and market values; Case of South Korea
    • 3.(Hyeukchung): Design-Driven Innovation for developing a sustainable Smart city
    • 4. (Ji-in Jang): Inclusive Planning in the smart city : case study of sejong city Korea
    • 5. (LL.M PHAM THANH NGA): CHANGING METHODS OF TRAINING TO IMPROVE THE QUALITY OF E-LEARNING IN THE CURRENT PERIOD

Special Session 26.

  • Chair: Sang-Don Lee(EwhaWomans University, Korea)
  • Theme: Climate change and enhancement of public awareness toward industry
  • Paper Lists:
    • 1. (Seoyoung Lee): Managing Conflicts Among Decision Makers with the Virtual Reality: A case study in the context of public hearing
    • 2. (Sangdon Lee and Jiyoung Choi): Ecosystem service in the Incheon Free Economic zone using InVEST model
    • 3. (Sangdon Lee and Jiyoung Choi): Biodiversity and carbon sequestration analysis in the Incheon Free Economic zone
    • 4. (Sangdon Lee and Hyomin Park): Assessment of roadkill hotspot zone with Nearest Neighbor Method in the Korean Express highways
    • 5. (Sangdon Lee and Sojung Lee): Phenological change in response to climate change in the Korean peninsula

Special Session 27.

  • Chairs: DooSeok Lee (DGIST, Korea) & HeungJu Ahn(DGIST, Korea)
  • Theme: Transdisciplinary research and education in deep-net age
  • Paper Lists:
    • 1. (DooSeok Lee, HeungjuAhn): Finding solutions of PDEs using meta deep learning
    • 2. (DooSeok Lee): Development of courses for the integrative studies
    • 3. (Saimi Woo, HyunJu Jung & Junwon Chae): A study on the transformation of Industrial structure with women in science, technology, engineering and mathematics(STEM)