- School of Data Science and Artificial Intelligence
Students in the School of Data Science and Artificial Intelligence can choose from three major tracks: Artificial Intelligence, Data Science, and Computational Applied Mathematics. All of these tracks strengthen the critical thinking and creative thinking skills they developed in the School of Innovation Foundations.
All major courses are based on computational competence, so at least one computer language must be studied in advance.
Classes are conducted in a student-led active learning format, and students perform individual or group hands-on projects to acquire practical competencies as well as theory and methodology. Instructors often act as mentors and facilitators to help students acquire core skills and knowledge at each level and solve problems on their own.
Students can not only acquire comprehensive theoretical knowledge of data science and artificial intelligence and practical skills in computing technology, but also enhance their major competencies by choosing courses from other undergraduate majors. In this way, students acquire creative, convergent, and complex thinking skills to discover and solve various complex problems in society and industry.
All classes focus on group-based active learning, including focused discussions and project activities, and various remote collaboration tools. In addition, the TAEJAE metaverse campus is provided to facilitate team collaboration.
Students gain insight and experience as global leaders from traveling and learning in five different countries around the globe. In each city, students carry out a Global Engagement project, which connects classwork with the local society and industry.
After choosing a major track, students select an advisor and conduct Capstone Seminars over a period of three semesters, from junior to the first semester of senior.
The Capstone Seminars culminate in a Capstone Project. Students complete this project during the 2nd semester of senior.
Senior researchers, CEOs, and executives from corporations with experience solving real-world problems will act as adjunct faculty to support the design and implementation of Capstone Projects, in part by establishing collaborations with actual businesses.
CURRICULUM
The three major tracks in the School of Data Science and Artificial Intelligence are: Artificial Intelligence (AI), Data Science (DS), and Computational Applied Mathematics (CM).
The Artificial Intelligence (AI) track focuses on a wide variety of artificial intelligence knowledge and skills. It requires learning not only methods and theory, but also software technology. Students in this track also learn to identify and creatively solve problems, drawing on skills and knowledge from social, economic, industrial, and cultural fields. Because artificial intelligence uses computer science and engineering techniques to solve human and social problems, students in this track should have interdisciplinary interests that lead them to want to advance society. The courses, majors, electives, and Capstone Projects are designed to help students become leaders and innovations in an increasingly technological world.
The Data Science (DS) track focuses on identifying and solving problems in social, economic, industrial, and cultural fields from the data perspective. The subject matter in this track is based on mathematics, probability, statistics, and computer science. Students acquire a variety of data handling skills as well as analytical thinking skills so that they can abstract and solve problems from a data science perspective.
The Computational Applied Mathematics (CM) track focuses on applying and solving real-world problems and mathematical problems by using machine learning, deep learning, and data science. This track leads students to apply computation based on traditional mathematical knowledge and thinking skills. It also leads students to have new mathematical insights, which can be used to devise new types of data structures, algorithms, and rigorous approaches to complex problems. Such problems range from highly theoretical to highly practical.
Data Science and Artificial Intelligence FACULTY
JIYOUNG KWAHK, PH.D.
Jiyoung Kwahk is an EXECUTIVE-LEVEL USER EXPERIENCE RESEARCH AND DESIGN SPECIALIST with a Human Factors background specialized in theories, principles, methodologies, technologies, and practices of multiple disciplines around Human-Computer Interaction. Dean Kwahk is experienced in leading design and development teams in various application domains, such as smart consumer electronics, connected devices, and software applications for consumer and enterprise uses. Her recent research interests include applying a service design approach to complex human-machine systems like smart homes, smart enterprises, or smart cities, wherein people, devices, and services are interconnected, which cause complicated user experience problems. She excels in capturing meaningful user needs and converting them into new products and business opportunities, and she is eager to share her expertise and collaborate with others to accomplish the shared vision and goals of TAEJAE. Dean Kwahk is a warm-hearted design thinker with empathy and great enthusiasm who wishes to help students contribute to making the world a better place.
Ph. D. Mar. 1995 – Aug.1999
POSTECH
Department of Industrial Engineering
(Major: Human Factors/Human-Computer Interaction), Pohang University of Science and Technology (POSTECH)
• Dissertation: A methodology for evaluating the usability of audiovisual consumer electronic products (Adviser: Dr. Sung H. Han)
M. S. Mar.1993 – Feb.1995
POSTECH
Department of Industrial Engineering
(Major: Human Factors/Human-Computer Interaction), POSTECH
• Dissertation: Design of a menu on a single-line display (Adviser: Dr. Sung H. Han)
B. S. Mar.1989 – Feb.1993
POSTECH
Department of Industrial Engineering, POSTECH
POSTECH Feb.2016 – Present
INDUSTRY-ACADEMIA COLLABORATION PROFESSOR
Department of Industrial and Management Engineering, Pohang University of Science and Technology (POSTECH)
DEPUTY DIRECTOR
Future City Open Innovation Center, Pohang University of Science and Technology (POSTECH)
YONSEI UNIVERSITY Oct.2018 – Aug.2020 (2years)
ADJUNCT PROFESSOR
SAMSUNG ELECTRONICS Mar.2007 – Dec.2012 (5years 10months)
PRINCIPAL DESIGNER
UX Convergence Group, DMC R&D Center
SAMSUNG ELECTRONICS Sep.2002 – Feb.2007 (4years 7months)
SENIOR RESEARCHER
UI Lab, DMC R&D Center
VIRGINIA TECH Aug.2000 – Aug.2002 (2years)
SENIOR RESERCH ASSOCIATE
Human-Computer Interaction Lab., Grado Department of Industrial and Systems Engineering
POSTECH Aug.1999 – Aug.2000 (1year)
POSTDOCTORAL RESEARCHER
Human-Computer Interaction Lab., Dept. of Industrial Engineering
DONGGUK UNIVERSITY Mar.1999 – Aug.2000 (1year 6months)
LECTURER
Course: Application and Practice of Computers (10 hours a week)
KUMOH NATIONAL INST. OF TECH Sep.1997 – Feb.1998 (6months)
LECTURER
Course: Engineering Economy (6 hours a week)
POHANG CITY
2018 – 2019 : URBAN PLANNING COMMITTEE
2018 – 2022 : URBAN REGENERATION COMMITTEE
2018 – 2019 : VICE COORDINATOR, URBAN REGENERATION COMMITTEE FOR JUNGANG TOWN AREA
GYEONGBUK PROVINCE
2019 – 2023 : CO-CHAIR, POLICY ADVISORY COMMITTEE
2018 – 2023 : STRATEGIC COMMITTEE FOR DRIVING THE REGIONAL INNOVATION
2017–2019 : STRATEGIC COMMITTEE FOR THE 4TH INDUSTRIAL REVOLUTION
STEPI
2018–2021 : Non-standing Audit
Ministry of Trade, Industry and Energy
2021-2023 : Member of the Sanction Reexamination Committee
Nuclear Safety and Security Commission
2020- 2023 : Member of the Safety Rating Deliberation Committee
• Ergonomics Society of Korea, VICE PRESIDENT, EXECUTIVE COUNCIL, Member since 1999~Present
• Korea Multimedia Society, EXECUTIVE COUNCIL, Member since 2019~Present
• Ergonomics Society of Korea, Student member, 1993~1999
• Korean Institute of Industrial Engineers, Student member, 1993~1999
• K. Park, S. H. Han, H. Lee, J. Kwahk (2021), “ Shared steering control: How strong and how prompt should the intervention be for a better driving experience?“, International Journal of Industrial Ergonomics 86, 103213
• K. Park, J. Kwahk, and S. H. Han (2021), “Toward Trustworthy and Comfortable Lane Keeping Assistance System: An Empirical Study of the Level of Haptic Authority“, International Journal of Human–Computer Interaction, 1-17
• M. Lee, J. Kwahk*, S. H. Han, D. Jeong, K. Park, S. Oh, and G. Chae (2020), “Developing personas & use cases with user survey data: A study on the millennials’ media usage“, Journal of Retailing and Consumer Services, 54, 102051.
• M. Lee, J. Kwahk*, S.H. Han, H. Lee (2020), “Relative Pointing Interface: A gesture interaction method based on the ability to divide space“, International Journal of Industrial Ergonomics, 75, 102878
• K. Park, J. Kwahk*, S. H. Han, M. Song, D. G. Choi, H. Jang, D. Kim, Y. D. Won, and I. S. Jeong (2019), “Modelling the Intrusive Feelings of Advanced Driver Assistance Systems based on Vehicle Activity Log Data“, International Journal of Automotive Technology, 20(3), 455-463.
• H. Moon, S. H. Han, and J. Kwahk* (2019), “ A MORF-Vision method for strategic creation of IoT solution opportunities“, International Journal of Human-Computer Interaction, 35(10), 821-830.
• D. Y. Jeong, J. Kwahk*, S. H. Han, J. Park, M. Lee, and H. Jang (2018), “A Pedestrian Experience Framework to Help Identify Impediments to Walking by Mobility-Challenged Pedestrians“, Journal of Transport & Health, 10, 334-349.
• J. Park, S. H. Han, J. Park, J. Park, J. Kwahk, M. Lee, D. Y. Jeong (2018), “Development of a Web-based User Experience Evaluation System for Home Appliances“, International Journal of Industrial Ergonomics, 67, 216-228.
• J. Kwahk and S. H. Han (2002), “A methodology for evaluating the usability of audiovisual consumer electronic products“, Applied Ergonomics, 33(5), 419-431.
• K-J. Kim, S. H. Han, M. H. Yun, and J. Kwahk (2002), “A systematic procedure for modeling usability based on product design variables: a case study in audiovisual consumer electronic products”, International Journal of Occupational Safety and Ergonomics, 8(3), 387-406.
• T Smith-Jackson, J Kwahk, R Williges (2002), ‘Senior healthwatch: Designing a health monitoring and information interface for a smart house’, Gerontechnology, 2(1), 119.
• S. H. Han, M. H., Yun, J. Kwahk, and S. W. Hong (2001), “Usability of consumer electronic products”, International Journal of Industrial Ergonomics, 28(3), 143-151.
• S. H. Han and J. Kwahk (2000), “Designing a single line display menu for the user interface of consumer electronic products”, Asian Journal of Ergonomics, 1(1), 25-42.
• S. H. Han, M. H. Yun, K. Kim, and J. Kwahk (2000). “Evaluation of product usability: Development and validation of usability dimensions and design elements based on empirical models”, International Journal of Industrial Ergonomics, 26(4), 477-488.
• M. H. Yun, S. H. Han, S. W. Hong, J. Kwahk, and Y. H. Lee (2000). “Development of a systematic checklist for the human factors evaluation of the operator aiding system in a nuclear power plant”, International Journal of Industrial Ergonomics, 25(6), 597 – 609.
• S H Han, B Kim, J Kwahk, S W Hong, and H J Eoh (2000), “Development of a user friendly safety information system based on an accident database”, Engineering Design and Automation, 111.
• S. H. Han, M. Song, and J. Kwahk (1999). “A systematic method for analyzing magnitude estimation data”, International Journal of Industrial Ergonomics, 23(5-6), 513-524.
• S. H. Han, E. S. Jung, M. Jung, J. Kwahk, and S. Park (1998). “Psychophysical methods and passenger preferences of interior designs”, Applied Ergonomics, 29(6), pp.499-506.
• S. H. Han, J. Kwahk, and M. K. Chung (1997). “Displays and controls on a VDT-based operator interface of a control room”, The Japanese Journal of Ergonomics, 33, 64-65.
• S. H. Han, S. Cho, J. Kwahk, M. Kim, and K. Cho (1996). “Design guidelines on character rejection and substitution for off-line document processing systems” International Journal of Industrial Ergonomics, 18(2-3), 161-171.
• S. H. Han, E. S. Jung, M. Jung, J. Kwahk, S. Park, and J. Choe (1994). “A psychophysical evaluation of interior design alternatives for a high speed train”, Computers and Industrial Engineering, 27, 397-400.
• W. Seo, J. Park, T. Kim, B. Jang, J. Kwahk, S. H. Han, H. Jang, J. Chae, Y. Koh, and J. Kim (2019). “Study on Barriers to Use Medical Blockchain Business“. Journal of the Korean Institute of Industrial Engineers, 45(6), 521-528.
• K. Park, J. Kwahk*, S. H. Han, M. Song, D. G. Choi, H. Jang, and D. Kim (2018), “Measuring the Intrusive Feeling of a Lane Keeping Assistance System“, Journal of the Ergonomics Society of Korea, Vol. 37 Issue 4, p459-473. 15p.
• D. Y. Jeong, S. H Han, J. Kwahk, J. Park, M. Lee, K. Park, J. H. Kim, H. Jang, and D. Jeong (2017), “Suggesting Pedestrian Experience Principles of the Mobility Handicapped“, The Japanese Journal of Ergonomics, Vol. 53 Supplement2, p.S412-415.
• Y. Koh and J. Kwahk* (2017), “Analysis of User’s Speech Behavior Pattern after Correction: focusing on Smartphone Voice User Interface“, The Japanese Journal of Ergonomics, Vol. 53 Supplement2, p.S408-S411.
• J. Kwahk*, S. H. Han, M. Lee, H. Jang, and D. Jeong (2017), “ Suggesting Research Directions for the User Experience in the Connected Age“, The Japanese Journal of Ergonomics, Vol. 53 Supplement2, p.S324-S327.
• H. Jang, J. Kwahk*, and S. H. Han (2017), “Understanding Human Factor Issues of The Shared Control System: a literature review“, The Japanese Journal of Ergonomics, Vol. 53 Supplement2, p. S560-S563
• M. Lee, J. Kwahk*, S. H. Han, D. Jeong, K. Park, J. H. Kim, S. Oh, and G. Chae (2017), “A Survey on the Multi-device Media Usage of Millennials“, Journal of the Ergonomics Society of Korea.
• D. Y. Jeong, J. Kwahk*, S. H. Han, J. Park, and M. Lee (2017) “Suggesting a Pedestrian Experience Framework for the Mobility Handicapped “, Journal of the Korean Institute of Industrial Engineers, 43(5), 361-371.
• S. W. Hong, S. H. Han, J. Kwahk (1998). “Human interface modeling of consumer electronic products by using the object-oriented technique”, Journal of the Ergonomics Society of Korea, 17(2), 83-96.
• S. H. Han, J. Kwahk, S. W. Hong (1998). “Evaluating usability of the software interface”, Korea Information Processing Society, 5(1), 12-19.
• J. Kwahk and S. H. Han (1996). “Human performance models using neural network”, Journal of the Ergonomics Society of Korea, 15(2), 157-163.
• S. M. Yoo, S. H. Han, and J. Kwahk (1996). “Design of the menu on a multi-line display”, Journal of the Ergonomics Society of Korea, 15(1), 1-14.
• S. H. Han, M. Kim, and J. Kwahk (1996). “Human factors guidelines for designing anchors in the moving pictures on multimedia systems”, Journal of the Korean Institute of Industrial Engineers, 22(2), 265-276.
• S. H. Han, P. Choi, and J. Kwahk (1994). “Guidelines for selecting proper user interfaces for office tasks”, Journal of the Ergonomics Society of Korea, 13(2), 1-12.
• S. H. Han, E. S. Jung, M. Jung, S. Park, J. Kwahk, and P. Choi (1993). “Evaluating design alternatives based on magnitude estimation”, Journal of the Ergonomics Society of Korea, 12(2), 3-14.
• J Kwahk and Y. Won (2021). “Analysis of Emotional Responses for Students
in a Non-Face to Face (NF2F) Learning Environment “, Ergonomics Society of Korea International Symposium, Ergonomics Society of Korea, 2021.11.1, International Convention Center Jeju, Jeju, Korea.
• J Kwahk (2019). “Smart City: A Collaborative Technology for the Human-centered Future“, Global Engagement & Empowerment Forum on Sustainable Development (GEEF), 2019. Yonsei University, Seoul, Korea.
• J Kwahk (2018). “Panel Session : Smart City Smart People“, Smart City Summit Asia, 2018. 9, Kintex, Goyang, Korea.
• J. Kwahk, S. H. Han, M. Lee , H. Jang, and D. Jeong (2017), “Suggesting research directions for the user experience in the connected age”, Japan-Korea Joint Symposium on Ergonomics 2017, Japan Ergonomics Society & Ergonomics Society of Korea, June 4, College of Industrial Technology, Nihon University, Chiba, Japan
• D. Y. Jeong, S. H. Han, J. Kwahk, J. Park, M. Lee, K. Park, J. H. Kim, H. Jang, and D. Jeong (2017), “Suggesting Pedestrian Experience Principles of the Mobility Handicapped”, Proceedings of The 2nd Asian Conference on Ergonomics and Design 2017, Tokyo, Japan.
• Y. Koh and J. Kwahk (2017), “Analysis of User’s Speech Behavior Pattern after Correction: focusing on Smartphone Voice User Interface”, Proceedings of The 2nd Asian Conference on Ergonomics and Design 2017, Tokyo, Japan.
• H. Jang, J. Kwahk, and S. H. Han (2017), “Understanding Human Factor Issues of The Shared Control System: A Literature Review”, Proceedings of The 2nd Asian Conference on Ergonomics and Design 2017, Tokyo, Japan.
• J. Kwahk (2017), “User experience challenges in the connected age”, The Tenth International Conference on Advances in Computer-Human Interactions (ACHI 2017), Nice, France.
• M. Lee, J. Kwahk, S. H. Han, K. Park, J. H. Kim, D. Jeong, S. Oh, and G. Chae (2017), “Methods for Analyzing Millennials’ Characteristics and Contexts of Media Usage in Multi-Device Environments”, The Tenth International Conference on Advances in Computer-Human Interactions (ACHI 2017), Nice, France.
• K. Park, J. Kwahk, and S. H. Han (2017), “Designing a Feeding Support System for Infants using IoT”, The Tenth International Conference on Advances in Computer-Human Interactions (ACHI 2017), Nice, France.
• H. Jang, J. Kwahk, S. H. Han, M. Song, D. G. Choi, K. Park, and D. Kim (2017), “Suggesting design method for performance evaluation system based on IoT data: Considering UX”, The Tenth International Conference on Advances in Computer-Human Interactions (ACHI 2017).
• D. Y. Jeong, J. Kwahk, S. H. Han, J. Park, M. Lee, K. Park, J. H. Kim, H. Jang, and D. Jeong (2017), “Suggestion of the idea development process for support tools enhancing pedestrian experience of the mobility handicapped in smart city”, The Tenth International Conference on Advances in Computer-Human Interactions (ACHI 2017), Nice, France.
• J. Park, J. Kwahk, S. H. Han, B. Kang, M. Lee, D. Y. Jeong, H. Jang, D. Jeong, J. Park, and J. Park (2017), “Development of Web based UX Diagnosis System for Small and Medium Sized Home Appliance Manufacturers in the IoT Era”, The Tenth International Conference on Advances in Computer-Human Interactions (ACHI 2017), Nice, France.
• J. Kwahk, R. C. Williges, T. L. Smith-Jackson (2002), ‘An application of neural network modeling to diagnose eating behavior of seniors in smart houses’, Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 46(2), 180-184.
• Y. S. Ryu, R. C. Williges, T. L. Smith-Jackson, J. Kwahk (2002), ‘Comparison of design requirements methods for monitoring eating patterns of seniors in a smart house’, Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 46(9), 844-848.
• J. Kwahk, T. L. Smith-Jackson, R. C. Williges (2001), ‘From user-centered design to senior-centered design: designing internet health information portals’, Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 45(6), 580-584.
• M. H. Yun, S. H. Han, K-J. Kim, J. Kwahk, S. W. Hong, J. S. Kim (2001), ‘Incorporating user satisfaction into the look-and-feel of wireless phones’, Proceedings of the International Conference on Affective Human Factors Design, 423-429.
• S. H. Han, M. H. Yun, K. Kim, J. Kwahk, and S. W. Hong (1999). “Usability prediction models based on human-product interface elements”, In: G. C. H. Lee (Ed.), Advances in Occupational Ergonomics and Safety. IOS Press.
• S. H. Han, M. H. Yun, J. Kwahk, and S. W. Hong (1998) “Usability of consumer electronic products”, Proceedings of the 5th pan-pacific conference on occupational ergonomics, 208-211, Kitakyushu, Japan, July 21-23.
• S. H. Han, M. H. Yun, J. Kwahk, S. W. Hong, and Y. H. Lee (1997) “Development of a systematic checklist for the ergonomic evaluation of the critical function monitoring system of a nuclear power plant”, Proceedings of International Ergonomics Association 13th Triennial Congress, Finland.
• J. Kwahk, S. H. Han, M. H. Yun, S. W. Hong, M. K. Chung, and K. S. Lee (1997) “Selection and classification of the usability attributes for evaluating customer electronic products”, Proceedings of the Human Factors and Ergonomics Society 41st Annual Meeting, pp. 432-436.
• J. Kwahk and S. H. Han, (1996) “Building a human performance model using neural network”, Proceedings of the 4th Pan Pacific Conference on Occupational Ergonomics, Taipei, Taiwan, 286-289.
• H. J. Eoh, S. H. Han, J. Kwahk, B. S. Kim, (1996) “Development of a VDT-based prototype of the operator interface for the main control room of a nuclear power plant”, International Conference on Computers and Industrial Engineering, Kyongju, Korea, 571-574.
• S. H. Han, M. K. Chung, J. Kwahk, and E. S. Jung, (1996) “Classification of information and controls for designing the VDT-based operator interface of a process control room”, Proceedings of Manufacturing Agility and Hybrid Automation, International Ergonomics Association, Maui, USA, 179-182.
• S. H. Han and J. Kwahk, (1995) “Single-line display menu” Proceedings of the Human Factors and Ergonomics Society 39th Annual Meeting, San Diego, USA, 306-310.
• S H. Han and J. Kwahk (1994) “Design of a menu for small displays presenting a single item at a time”, Proceedings of the Human Factors and Ergonomics Society 38th Annual Meeting. Nashville, USA, 360-364.
• J. Kwahk and S. H. Han (1994). ” Menu structure for single-line displays”, Proceedings of the 3rd Pan-Pacific Conference on Occupational Ergonomics, Seoul, Korea, 361-365.
• S. H. Han, S. Cho, J. Kwahk, M. Kim, and K. Cho, (1994) “Presenting alternatives of rejected characters by character recognition systems”, Proceedings of the 3rd Pan-Pacific Conference on Occupational Ergonomics, Seoul, Korea, 277-281.
• S. H. Han, E. S. Jung, M. Y. Jung, J. Kwahk, S. Park, and J. Choe (1994). “A psychophysical evaluation of interior design alternatives for a high speed train”, Proceedings of 16th International Conference on Computers and Industrial Engineering, Ashikaga, Japan, 865-868.
• 장혜지, 류현영, 곽지영 (2020). “데이터 기반의 스마트시티 서비스 분석을 위한 프레임워크 제안“, 대한산업공학회 추계학술대회 논문집, 2020.11, 2,388 – 2,414 (27page)
• 장혜지, 곽지영, 정다운 (2019). “스마트시티 수립 계획에서 시민 설문 조사 분석 시 고려 사항 제안“, 대한인간공학회 학술대회논문집2019.10, 132 – 135 (4page)
• J Kwahk (2019). Special Lecture. “Smart City: A Collaborative Technology for the Human-centered Future“, Korea Multimedia Society, 2019. 5.17-18, POSTECH, Pohang, Korea.
• 이민규, 한성호, 곽지영 (2019). “지능형 IoT 서비스 컨셉의 사용자 대상 지능성 평가”, 대한인간공학회 학술대회논문집, 2019.05, 77 – 81 (5page)
• 장혜지, 곽지영, 정다운, 류현영 (2019). “스마트시티 계획 수립에서 bottom-up approach의 중요성”, 대한인간공학회 학술대회논문집, 2019.05, 82 – 85 (4page)
• M Lee, S H Han, J Kwahk (2018). “Identifying Characteristics of Intelligence based on a Literature Survey”, Ergonomics Society of Korea, 2018.11, Gyeongju, Korea.
• D Y Jeong, S H Han, J Kwahk (2018). “Research Trends in User Experience for Blockchain Applications”, Ergonomics Society of Korea, 2018.11, Gyeongju, Korea.
• J Kwahk (2018). “User-centered Smart City Service Design“, Ergonomics Society of Korea, 2018.11, Gyeongju, Korea.
• J Kwahk (2018). “Smart City 4.0 User-centered City Service Design“, Korean Operations Research and Management Science Society (KORMS), 2018.10, 125 – 145 (21 pages)
• H Jang, J Kwahk, SH Han (2017). “Identifying Factors Affecting the User Satisfaction of a Lane Keeping Assistance System“, Ergonomics Society of Korea, 161-165.
• J. Kwahk (2019), “ 포항의 지속가능한 도시재생“, 포항, 더 새로운 미래로, 포항시/경북일보
• 매일경제 국민보고대회팀, 여시재, 포스리, 포스텍 공저 (2018), “이데아 시티: 대한민국 미래 도시전략“, 매일경제신문사