TY - GEN
T1 - Empowering Innovation
T2 - 45th International Conference on Information Systems, ICIS 2024
AU - Gao, Manni
AU - Liu, Jianwei
AU - Ye, Qiang
N1 - Publisher Copyright:
© 2024 International Conference on Information Systems. All Rights Reserved.
PY - 2024
Y1 - 2024
N2 - As generative AI largely redefines freelancer success in creative industry, we explore the impact of generative AI adoption on freelancers' performance and its underlying mechanisms. Leveraging data from freelancers specializing in image creation, we employ empirical methods and deep learning tools to analyze image attributes. Our study presents three main findings. First, adopting generative AI improves freelancers' performance in terms of popularity and various image attributes of their works. Second, the mechanism centers on a limited learning effect, which notably increases popularity and content diversity without altering the fundamental styles, except for those with relatively singular painting styles. Third, content diversity empowered by generative AI is a strong driver for freelancers' popularity. Our research contributes to two critical areas: the implications of generative AI on creative content generation and the expansion of the application scenarios for image analysis within IS research. This research provides insights for stakeholders on adapting to the emerging technology.
AB - As generative AI largely redefines freelancer success in creative industry, we explore the impact of generative AI adoption on freelancers' performance and its underlying mechanisms. Leveraging data from freelancers specializing in image creation, we employ empirical methods and deep learning tools to analyze image attributes. Our study presents three main findings. First, adopting generative AI improves freelancers' performance in terms of popularity and various image attributes of their works. Second, the mechanism centers on a limited learning effect, which notably increases popularity and content diversity without altering the fundamental styles, except for those with relatively singular painting styles. Third, content diversity empowered by generative AI is a strong driver for freelancers' popularity. Our research contributes to two critical areas: the implications of generative AI on creative content generation and the expansion of the application scenarios for image analysis within IS research. This research provides insights for stakeholders on adapting to the emerging technology.
KW - Freelancers' Performance
KW - Generative AI
KW - Image Analysis
KW - Image Generation
KW - Limited learning Effect
UR - https://www.scopus.com/pages/publications/105010819846
M3 - 会议稿件
AN - SCOPUS:105010819846
T3 - 45th International Conference on Information Systems, ICIS 2024
BT - 45th International Conference on Information Systems, ICIS 2024
PB - Association for Information Systems
Y2 - 15 December 2024 through 18 December 2024
ER -