Cognitive styles and design performances in conceptual design collaboration with GenAI

被引:1
|
作者
Liu, Huiting [1 ]
Zhang, Xiyuan [1 ]
Zhou, Jiangping [1 ]
Shou, Yuancong [1 ]
Yin, Yang [1 ]
Chai, Chunlei [1 ,2 ]
机构
[1] Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou, Peoples R China
[2] Zhejiang Univ, Innovat Ctr Yangtze River Delta, Jiaxing, Peoples R China
关键词
Industrial design student; Cognitive style; Human-AI collaboration; Design performance; ARTIFICIAL-INTELLIGENCE; CREATIVITY; STRATEGIES; THINKING; DRIVEN; ISSUES;
D O I
10.1007/s10798-024-09937-y
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Students exhibit diverse cognitive styles, necessitating tailored educational approaches. However, the integration of Generative AI (GenAI) tools into design education presents challenges in accommodating the diverse cognitive styles of Industrial Design (ID) students. This study aims to identify students' cognitive styles in a GenAI environment, and examine how GenAI affects the design outcomes and processes of each cognitive style. We investigated the verbal protocols of 30 ID graduate students during conceptual design processes using Midjourney. To better distinguish cognitive styles, we segmented the protocols and encoded them into cognitive maps, ultimately identifying four primary cognitive styles: Associative Focusers, Focused Probers, Treasure Hunters, and Comprehensive Selectors. The cognitive maps also revealed that while GenAI notably enhances the frequency of reflections across all student groups, there are marginal significant differences between the cognitive styles. Additionally, two experts evaluated all design outcomes, finding no significant differences in novelty, diversity, integrity, and feasibility across different cognitive styles, indicating the balancing effect of GenAI on the design outcomes of students with different cognitive styles. These findings provide a theoretical foundation for further research on GenAI's impact on students, enhance understanding of GenAI's influence on design processes and outcomes, and offer insights for personalized ID education based on different cognitive.
引用
收藏
页数:34
相关论文
共 50 条
  • [1] Collaboration during conceptual design
    Catledge, LD
    PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON REQUIREMENTS ENGINEERING, 1996, : 182 - 189
  • [2] A structural language for a conceptual design collaboration
    Luyten, L.
    STRUCTURES AND ARCHITECTURE: CONCEPTS: APPLICATIONS AND CHALLENGES, 2013, : 1719 - 1726
  • [3] Collaboration in design: Evolving conceptual diagrams
    Dogan, F
    Nersessian, NJ
    PROCEEDINGS OF THE TWENTY-FIFTH ANNUAL CONFERENCE OF THE COGNITIVE SCIENCE SOCIETY, PTS 1 AND 2, 2003, : 1337 - 1337
  • [4] COGNITIVE BASIS FOR CONCEPTUAL DESIGN
    MADANSHETTY, SI
    RESEARCH IN ENGINEERING DESIGN-THEORY APPLICATIONS AND CONCURRENT ENGINEERING, 1995, 7 (04): : 232 - 240
  • [5] Cognitive styles and concept mapping for hypermedia design
    Lanzing, Jan W.A.
    International Journal of Continuing Engineering Education and Life-Long Learning, 1998, 8 (1-2): : 124 - 140
  • [6] Cognitive styles and instructional design in university learning
    Thomas, Patrick R.
    McKay, Jacinta B.
    LEARNING AND INDIVIDUAL DIFFERENCES, 2010, 20 (03) : 197 - 202
  • [7] Conceptual design of industrial systems: an approach to support collaboration
    Veeke, H. P. M.
    Lodewijks, G.
    Ottjes, J. A.
    RESEARCH IN ENGINEERING DESIGN, 2006, 17 (02) : 85 - 101
  • [8] Conceptual design of industrial systems: an approach to support collaboration
    H. P. M. Veeke
    G. Lodewijks
    J. A. Ottjes
    Research in Engineering Design, 2006, 17 : 85 - 101
  • [9] Cognitive Comparison of design methods in the conceptual phase
    Gurel, Adel
    Ozcan, Burcu Senyapili
    INTERNATIONAL JOURNAL OF ARCHITECTURAL COMPUTING, 2023, 21 (04) : 581 - 601
  • [10] Cognitive outsourcing in the conceptual phase of the design process
    Höhne, G
    Brix, T
    HUMAN BEHAVIOUR IN DESIGN: INDIVIDUALS, TEAMS, TOOLS, 2003, : 230 - 242