Revolution or inflated expectations? Exploring the impact of generative AI on ideation in a practical sustainability context☆

被引:3
作者
Eisenreich, Anja [1 ]
Just, Julian [2 ]
Jimenez, Daniela Gimenez [3 ]
Fueller, Johann
机构
[1] Tech Univ Munich, Arcisstr 21, D-80333 Munich, Germany
[2] Univ Innsbruck, Team Innovat & Entrepreneurship, Univ Str 15, A-6020 Innsbruck, Austria
[3] Tech Univ Dortmund, Fak Wirtschaftswissensch, Entrepreneurship, D-44221 Dortmund, Germany
关键词
Ideation; Generative AI; Novelty; Feasibility; Sustainable packaging; Sustainability; CREATIVE IDEAS; INNOVATION; INTERMEDIARIES; KNOWLEDGE; QUALITY;
D O I
10.1016/j.technovation.2024.103123
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The integration of generative AI (GenAI) into corporate innovation processes represents a significant shift in ideation methodologies. This study examines the comparative effectiveness of AI-generated ideation and traditional expert workshops. In collaboration with BSH Home Appliances Group (BSH), ideas were generated and evaluated using both expert-based and AI-based methods in the context of sustainable packaging. The main quantitative analysis focuses on the quality dimensions of novelty, value, and feasibility. The results indicate that GenAI models such as ChatGPT not only match, but also occasionally outperform, those generated by expert sessions in terms of generating highly novel ideas. However, this increased novelty comes with a trade-off in perceived feasibility, highlighting a critical balance that must be managed in innovation efforts. A complementary qualitative analysis provides insights into potential barriers to integrating AI into ideation at the personal and organizational levels. Depending on the innovation setting, AI-based idea stimulation may limit the creativity and motivation of experts. Therefore, the form of AI integration should be adapted to the company's innovation context and should contribute to organizational learning. On the basis of these findings, guidelines are provided on how to effectively apply, and benefit from the use of, AI as a non-human intermediary to enhance the ideation process.
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页数:15
相关论文
共 85 条
[1]   Creativity and Innovation Under Constraints: A Cross-Disciplinary Integrative Review [J].
Acar, Oguz A. ;
Tarakci, Murat ;
van Knippenberg, Daan .
JOURNAL OF MANAGEMENT, 2019, 45 (01) :96-121
[2]   CREATIVITY, ARTIFICIAL INTELLIGENCE, AND A WORLD OF SURPRISES [J].
Amabile, Teresa M. .
ACADEMY OF MANAGEMENT DISCOVERIES, 2020, 6 (03) :351-354
[4]  
[Anonymous], 2019, ARTIFICIAL INTELLIGENCE AND THE CIRCULAR ECONOMY AI AS A TOOL TO ACCELERATE THE TRANSITION
[5]   Ignoring the three-way interaction of digital orientation, Not-invented-here syndrome and employee's artificial intelligence awareness in digital innovation performance: A recipe for failure [J].
Arias-Perez, Jose ;
Velez-Jaramillo, Juan .
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2022, 174
[6]   Blind in one eye: How psychological ownership of ideas affects the types of suggestions people adopt [J].
Baer, Markus ;
Brown, Graham .
ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 2012, 118 (01) :60-71
[7]  
Banken V, 2019, PROCEEDINGS OF THE 52ND ANNUAL HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES, P430
[8]  
Bavato D, 2022, RES SOCIOL ORGAN-RES, V77, P27, DOI 10.1108/S0733-558X20220000077006
[9]   Navigating Generative Artificial Intelligence Promises and Perils for Knowledge and Creative Work [J].
Benbya, Hind ;
Strich, Franz ;
Tamm, Toomas .
JOURNAL OF THE ASSOCIATION FOR INFORMATION SYSTEMS, 2024, 25 (01) :23-36
[10]   On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? [J].
Bender, Emily M. ;
Gebru, Timnit ;
McMillan-Major, Angelina ;
Shmitchell, Shmargaret .
PROCEEDINGS OF THE 2021 ACM CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY, FACCT 2021, 2021, :610-623