Creativity in the Age of AI: Evaluating the Impact of Generative AI on Design Outputs and Designers' Creative Thinking
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Abstract (arXiv)
As generative AI (GenAI) increasingly permeates design workflows, its impact on design outcomes and designers' creative capabilities warrants investigation. We conducted a within-subjects experiment where we asked participants to design advertisements both with and without GenAI support. Our results show that expert evaluators rated GenAI-supported designs as more creative and unconventional ("weird") despite no significant differences in visual appeal, brand alignment, or usefulness, which highlights the decoupling of novelty from usefulness-traditional dual components of creativity-in the context of GenAI usage. Moreover, while GenAI does not significantly enhance designers' overall creative thinking abilities, users were affected differently based on native language and prior AI exposure. Native English speakers experienced reduced relaxation when using AI, whereas designers new to GenAI exhibited gains in divergent thinking, such as idea fluency and flexibility. These findings underscore the variable impact of GenAI on different user groups, suggesting the potential for customized AI tools.
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References · 12
- 2024The Llama 3 Herd of Modelscited by 14,715
- 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,585
- 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 249
- 2023Does Writing with Language Models Reduce Content Diversity?cited by 192
- 2023Generative artificial intelligence enhances creativity but reduces the diversity of novel contentcited by 167
- 2024How AI Ideas Affect the Creativity, Diversity, and Evolution of Human Ideas: Evidence From a Large, Dynamic Experimentcited by 22
- 2023From Text to Self: Users' Perceptions of Potential of AI on Interpersonal Communication and Selfcited by 18
- 2021Inspiration through Observation: Demonstrating the Influence of Automatically Generated Text on Creative Writingcited by 14
- 2024Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AIcited by 13
- 2021Collaborative Storytelling with Human Actors and AI Narratorscited by 10
- 2021Enhancing user creativity: Semantic measures for idea generationcited by 8
- 2019Deep Learning in a Computational Model for Conceptual Shifts in a Co-Creative Design Systemcited by 5
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