Kuo-Liang Huang , Yi-Chen Liu , Ming-Qing Dong , Chia-Chen Lu
{"title":"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","authors":"Kuo-Liang Huang , Yi-Chen Liu , Ming-Qing Dong , Chia-Chen Lu","doi":"10.1016/j.learninstruc.2024.101929","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><p>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.</p></div><div><h3>Aims</h3><p>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.</p></div><div><h3>Sample</h3><p>The study encompassed 119 scholars with a focus on product or industrial design, delineated into three distinct echelons of proficiency.</p></div><div><h3>Methods</h3><p>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.</p></div><div><h3>Results</h3><p>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.</p></div><div><h3>Conclusions</h3><p>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.</p></div>","PeriodicalId":48357,"journal":{"name":"Learning and Instruction","volume":"92 ","pages":"Article 101929"},"PeriodicalIF":4.7000,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrating AIGC into product design ideation teaching: An empirical study on self-efficacy and learning outcomes\",\"authors\":\"Kuo-Liang Huang , Yi-Chen Liu , Ming-Qing Dong , Chia-Chen Lu\",\"doi\":\"10.1016/j.learninstruc.2024.101929\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><p>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.</p></div><div><h3>Aims</h3><p>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.</p></div><div><h3>Sample</h3><p>The study encompassed 119 scholars with a focus on product or industrial design, delineated into three distinct echelons of proficiency.</p></div><div><h3>Methods</h3><p>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.</p></div><div><h3>Results</h3><p>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.</p></div><div><h3>Conclusions</h3><p>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.</p></div>\",\"PeriodicalId\":48357,\"journal\":{\"name\":\"Learning and Instruction\",\"volume\":\"92 \",\"pages\":\"Article 101929\"},\"PeriodicalIF\":4.7000,\"publicationDate\":\"2024-04-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Learning and Instruction\",\"FirstCategoryId\":\"95\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0959475224000562\",\"RegionNum\":1,\"RegionCategory\":\"教育学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"EDUCATION & EDUCATIONAL RESEARCH\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Learning and Instruction","FirstCategoryId":"95","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0959475224000562","RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"EDUCATION & EDUCATIONAL RESEARCH","Score":null,"Total":0}
Integrating AIGC into product design ideation teaching: An empirical study on self-efficacy and learning outcomes
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.
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.