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      디자인씽킹 기반 온라인 협력학습 지원 인공지능 챗봇 설계원리 개발 = A Developmental Study on Design Principles for Artificial intelligence chatbot in design thinking-based online collaborative learning

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      https://www.riss.kr/link?id=A108637051

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      다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

      Online collaborative learning based on design thinking is a useful approach in that it helps learners improve their problem-solving and collaborative capabilities. However, in an online collaborative learning environment, teachers cannot effectively teach multiple learning groups due to physical and temporal limitations, which in turn lowers the quality of collaborative learning. Accordingly, this study developed design principles and detailed guidelines for artificial intelligence chatbots that help overcome the physical and temporal limitations of online collaborative learning and support learners’ design thinking process. To this end, with the design and development research methodology, the initial design principles were derived through literature review, and two expert validations and one field evaluation for high school students were conducted. As a result, ‘principle of providing structured guidance’, ‘principle of providing adaptive support’, ‘principle of promoting collaboration between learners’, ‘principle of forming friendly relationship between learner and chatbot’, ‘principle of promoting learner’s usability’ and 19 detailed guidelines were derived. Through this study, it is expected to provide implications for the role of artificial intelligence chatbots as a customized support tool for online collaborative learning based on design thinking.
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      Online collaborative learning based on design thinking is a useful approach in that it helps learners improve their problem-solving and collaborative capabilities. However, in an online collaborative learning environment, teachers cannot effectively t...

      Online collaborative learning based on design thinking is a useful approach in that it helps learners improve their problem-solving and collaborative capabilities. However, in an online collaborative learning environment, teachers cannot effectively teach multiple learning groups due to physical and temporal limitations, which in turn lowers the quality of collaborative learning. Accordingly, this study developed design principles and detailed guidelines for artificial intelligence chatbots that help overcome the physical and temporal limitations of online collaborative learning and support learners’ design thinking process. To this end, with the design and development research methodology, the initial design principles were derived through literature review, and two expert validations and one field evaluation for high school students were conducted. As a result, ‘principle of providing structured guidance’, ‘principle of providing adaptive support’, ‘principle of promoting collaboration between learners’, ‘principle of forming friendly relationship between learner and chatbot’, ‘principle of promoting learner’s usability’ and 19 detailed guidelines were derived. Through this study, it is expected to provide implications for the role of artificial intelligence chatbots as a customized support tool for online collaborative learning based on design thinking.

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      참고문헌 (Reference)

      1 정효정 ; 우상민, "컴퓨터 기반 협력학습을 위한 퍼실리테이팅 챗봇 개발 및 사용성 평가" 한국디지털콘텐츠학회 22 (22): 1049-1057, 2021

      2 양혜진 ; 김혜영 ; 신동광 ; 이장호, "인공지능 음성챗봇기반 초등학교 영어 말하기 수업 연구" 한국멀티미디어언어교육학회 22 (22): 184-205, 2019

      3 임규연 ; 박효선 ; 김주연, "웹기반 협력적 문제해결학습에서 스캐폴딩 유형에 따른 상호작용 패턴 및 팀 성과 탐색" 학습자중심교과교육학회 15 (15): 1-25, 2015

      4 조윤경, "온라인 환경과 오프라인 환경의 수업에서 한국어 학습자의 교수실재감 인식 비교 연구" 한국교양교육학회 16 (16): 179-189, 2022

      5 이은철, "온라인 학습 환경에서 고성취 집단의 학습과정에서 나타난 상호작용 분석" 한국교육공학회 31 (31): 159-190, 2015

      6 송해덕 ; 이예찬, "비대면 대학강의평가 영역 및 문항 탐색 연구" 영재교육연구소 10 (10): 245-273, 2020

      7 이성혜, "디자인씽킹 프로세스 기반의 인공지능(AI) 교육 프로그램 적용 효과분석" 한국컴퓨터교육학회 23 (23): 49-59, 2020

      8 유선주, "디자인씽킹 마인드셋 습득효과 비교연구 - 오프라인학습과 온라인학습을 중심으로 -" (사)한국커뮤니케이션디자인협회 커뮤니케이션디자인학회 73 : 231-244, 2020

      9 전은화 ; 정효정, "디자인씽킹 교육에서의 학습경험에 대한 분석: 협력부하 발생을 중심으로" 학습자중심교과교육학회 19 (19): 965-995, 2019

      10 서혜인 ; 김효정, "디자인 씽킹(Design Thinking)을 적용한 미술수업이 청소년의 창의적 문제해결력에 미치는 효과: 고등학교 1, 2학년을 중심으로" 한국초등미술교육학회 60 : 107-144, 2020

      1 정효정 ; 우상민, "컴퓨터 기반 협력학습을 위한 퍼실리테이팅 챗봇 개발 및 사용성 평가" 한국디지털콘텐츠학회 22 (22): 1049-1057, 2021

      2 양혜진 ; 김혜영 ; 신동광 ; 이장호, "인공지능 음성챗봇기반 초등학교 영어 말하기 수업 연구" 한국멀티미디어언어교육학회 22 (22): 184-205, 2019

      3 임규연 ; 박효선 ; 김주연, "웹기반 협력적 문제해결학습에서 스캐폴딩 유형에 따른 상호작용 패턴 및 팀 성과 탐색" 학습자중심교과교육학회 15 (15): 1-25, 2015

      4 조윤경, "온라인 환경과 오프라인 환경의 수업에서 한국어 학습자의 교수실재감 인식 비교 연구" 한국교양교육학회 16 (16): 179-189, 2022

      5 이은철, "온라인 학습 환경에서 고성취 집단의 학습과정에서 나타난 상호작용 분석" 한국교육공학회 31 (31): 159-190, 2015

      6 송해덕 ; 이예찬, "비대면 대학강의평가 영역 및 문항 탐색 연구" 영재교육연구소 10 (10): 245-273, 2020

      7 이성혜, "디자인씽킹 프로세스 기반의 인공지능(AI) 교육 프로그램 적용 효과분석" 한국컴퓨터교육학회 23 (23): 49-59, 2020

      8 유선주, "디자인씽킹 마인드셋 습득효과 비교연구 - 오프라인학습과 온라인학습을 중심으로 -" (사)한국커뮤니케이션디자인협회 커뮤니케이션디자인학회 73 : 231-244, 2020

      9 전은화 ; 정효정, "디자인씽킹 교육에서의 학습경험에 대한 분석: 협력부하 발생을 중심으로" 학습자중심교과교육학회 19 (19): 965-995, 2019

      10 서혜인 ; 김효정, "디자인 씽킹(Design Thinking)을 적용한 미술수업이 청소년의 창의적 문제해결력에 미치는 효과: 고등학교 1, 2학년을 중심으로" 한국초등미술교육학회 60 : 107-144, 2020

      11 이수진 ; 윤옥한, "디자인 씽킹 수업 적용 효과" 한국교양교육학회 15 (15): 205-215, 2021

      12 임장한 ; 김미정, "대학수업을 위한 디자인 씽킹 프로세스에 관한 연구" (사)한국커뮤니케이션디자인협회 커뮤니케이션디자인학회 75 : 171-180, 2021

      13 남정민, "기업가정신 온라인교육의 효과성 검증: 플립러닝 및 PBL 기반 기업가정신교육 적용 사례" 한국벤처창업학회 12 (12): 31-40, 2017

      14 박나영 ; 김효정, "공감능력 향상을 위한 미술수업의 디자인사고 활용 사례연구 : 고등학교 1학년을 중심으로" 한국미술교육학회 33 (33): 147-176, 2019

      15 Wang, Y. F., "VILLAGE—Virtual Immersive Language Learning and Gaming Environment: Immersion and presence" 48 (48): 431-450, 2017

      16 Gabriel, C., "The virtual tutor: Tasks for conversational agents in online collaborative learning environments" 104-113, 2021

      17 Clawson, V. K., "The role of the facilitator in computer-supported meetings" 24 (24): 547-565, 1993

      18 Cress, U., "The richness of CSCL environments" 15 (15): 383-388, 2020

      19 Miller, B., "The international handbook of collaborative learning" Routledge 268-279, 2013

      20 OECD, "The future of education and skills: Education 2030" 2018

      21 Rodriguez-Triana, M. J., "Social practices in teacher knowledge creation and innovation adoption : a large-scale study in an online instructional design community for inquiry learning" 15 : 445-467, 2020

      22 Cagiltay, K., "Scaffolding strategies in electronic performance support systems : Types and challenges" 43 (43): 93-103, 2006

      23 Wu, B., "Scaffolding design thinking in online STEM preservice teacher training" 50 (50): 2271-2287, 2019

      24 Rubio, D. M., "Objectifying content validity : Conducting a content validity study in social work research" 27 : 94-104, 2003

      25 Rummel, N., "New challenges in CSCL: towards adaptive script support" 338-345, 2008

      26 VanLehn, K., "Natural language tutoring: A comparison of human tutors, computer tutors, and text" 31 (31): 3-13, 2007

      27 Fernoagă, V., "Intelligent Education Assistant Powered by Chatbots" 2 : 376-383, 2018

      28 Laal, M., "Individual accountability in collaborative learning" 93 : 286-289, 2013

      29 Herrera, L., "Impact of implementing a virtual learning environment(VLE)in the EFL classroom" 22 (22): 479-498, 2017

      30 Chaves, A. P., "How should my chatbot interact? A survey on social characteristics in human-chatbot interaction design" 37 (37): 729-758, 2021

      31 Valério, F. A., "Here’s what i can do: Chatbots’ strategies to convey their features to users" 28 : 1-10, 2017

      32 Dillenbourg, P., "Handling complexity in learning environments: theory and research" Emerald Group Publishing 142-163, 2006

      33 Følstad, A., "Future directions for chatbot research : An interdisciplinary research agenda" 103 (103): 2915-2942, 2021

      34 Shum, H. Y., "From Eliza to XiaoIce: challenges and opportunities with social chatbots" 19 (19): 10-26, 2018

      35 Belgiorno, F., "Free-riding in collaborative diagrams drawing" 6383 : 457-463, 2010

      36 Stegmann, K., "Facilitating argumentative knowledge construction with computer-supported collaboration scripts" 2 : 421-447, 2007

      37 Jung, H., "Exploring design principles of bot-supported collaborative learning: The role of chatbots in regulated group discussions" 491-494, 2022

      38 Feine, J., "Exploring design principles for enterprise chatbots: An analytic hierarchy process study" 12388 : 126-141, 2020

      39 Dyke, G., "Enhancing scientific reasoning and discussion with conversational agents" 6 (6): 240-247, 2013

      40 Lloyd, P., "Embedded creativity : Teaching design thinking via distance education" 23 (23): 749-765, 2013

      41 Clark, R. C., "E-learning and the science of instruction: Proven guidelines for consumers and designers of multimedia learning" John Wiley & Sons 2016

      42 Feine, J., "Designing interactive chatbot development systems" 1-17, 2020

      43 Guo, Y., "Designing for trust : A set of design principles to increase trust in chatbot" 4 (4): 474-481, 2022

      44 Bittner, E., "Designing automated facilitation for design thinking: A chatbot for supporting teams in the empathy map method" 227-236, 2019

      45 Şeyda E, "Design thinking and art education" 12 (12): 379-398, 2022

      46 Kim, H., "Design principles and architecture of a second language learning chatbot" 26 (26): 1-18, 2022

      47 Michos, K., "Design of conversational agents for CSCL: comparing two types of agent intervention strategies in a university classroom" 12315 : 215-229, 2020

      48 David, B., "Design of a collaborative learning environment integrating emotions and virtual assistants (chatbots)" 51-56, 2019

      49 Richey, R. C., "Design and development research: Methods, strategies, and issues" Routledge 2014

      50 정효정 ; 이진주 ; 박채연, "Deriving Design Principles for Educational Chatbots from Empirical Studies on Human–Chatbot Interaction" 한국디지털콘텐츠학회 21 (21): 487-493, 2020

      51 Torres-Gordillo, J., "Contributions of technology to cooperative work for university innovation with Design Thinking" 59 : 27-64, 2020

      52 Tarouco, L. M. R., "Collaborative learning with virtual entities" 10924 : 480-493, 2018

      53 Neto, A. J. M., "Chatbot and conversational analysis to promote collaborative learning in distance education" 2161 : 324-326, 2019

      54 Rau, M. A., "An adaptive collaboration script for learning with multiple visual representations in chemistry" 109 : 38-55, 2017

      55 Huang, J. X., "A chatbot for a dialogue-based second language learning system, CALL in a climate of change: Adapting to turbulent global conditions"

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