Integrating AIGC into product design ideation teaching: An empirical study on self-efficacy and learning outcomes

IF 4.7 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Learning and Instruction Pub Date : 2024-04-18 DOI:10.1016/j.learninstruc.2024.101929
Kuo-Liang Huang , Yi-Chen Liu , Ming-Qing Dong , Chia-Chen Lu
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Abstract

Background

The emergence of artificial intelligence-generated content (AIGC) in the realm of education, notably in product design, signifies a watershed moment, heralding significant enhancements over conventional pedagogies by potentially catalyzing unparalleled innovation.

Aims

This investigation assesses the ramifications of assimilating AIGC into product design instruction, focusing on its advantages, constraints, and consequent influence on students’ design cognition across a spectrum of proficiency levels.

Sample

The study encompassed 119 scholars with a focus on product or industrial design, delineated into three distinct echelons of proficiency.

Methods

Utilizing Technology-mediated Learning Theory, an empirical field study was initiated to explore AIGC's impact on self-efficacy, ideation volume, innovation, diversity, and the aggregate quality of outcomes, taking into account the divergence in pedagogical strategies and student competency tiers.

Results

AIGC notably augmented students' self-efficacy, ideation, novelty, and variety, albeit with a potential diminution in ideational quality. Disparities in self-efficacy, volume of ideas, and their caliber were discernibly evident across varying tiers of competency.

Conclusions

AIGC markedly fosters innovation within product design pedagogy, demonstrating its ascendancy over traditional instructional methods in catalyzing scholastic innovation. However, orthodox teaching methodologies retain their critical role in the cultivation of problem-solving acumen. Personalized support, particularly for those demonstrating lower self-efficacy, is paramount in amplifying their creative ideation through bespoke pedagogical strategies, thus maximizing the utility of AIGC integration.

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将 AIGC 融入产品设计构思教学:关于自我效能和学习成果的实证研究
背景人工智能生成内容(AIGC)在教育领域的出现,尤其是在产品设计领域,标志着一个分水岭时刻的到来,它预示着传统教学法的重大改进,可能催生无与伦比的创新。方法利用以技术为中介的学习理论(Technology-mediated Learning Theory),在考虑到教学策略和学生能力层级的差异的情况下,启动了一项实证实地研究,以探索AIGC对自我效能、构思量、创新、多样性和成果总体质量的影响。结果AIGC 显著提高了学生的自我效能感、构思能力、新颖性和多样性,尽管构思质量可能会下降。结论AIGC 显著促进了产品设计教学法的创新,表明它在促进学术创新方面优于传统教学方法。然而,正统的教学方法在培养学生解决问题的能力方面仍然发挥着关键作用。个性化的支持,尤其是对那些自我效能感较低的学生的支持,对于通过定制的教学策略提高他们的创造性思维至关重要,从而最大限度地发挥 AIGC 整合的效用。
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来源期刊
CiteScore
11.30
自引率
4.80%
发文量
109
期刊介绍: As an international, multi-disciplinary, peer-refereed journal, Learning and Instruction provides a platform for the publication of the most advanced scientific research in the areas of learning, development, instruction and teaching. The journal welcomes original empirical investigations. The papers may represent a variety of theoretical perspectives and different methodological approaches. They may refer to any age level, from infants to adults and to a diversity of learning and instructional settings, from laboratory experiments to field studies. The major criteria in the review and the selection process concern the significance of the contribution to the area of learning and instruction, and the rigor of the study.
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