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Empowering Innovation: An Empirical Study on the Impact of Generative AI on Online Freelancers' Performance

  • Harbin Institute of Technology
  • Dalian University of Technology
  • University of Science and Technology of China

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publication45th International Conference on Information Systems, ICIS 2024
PublisherAssociation for Information Systems
ISBN (Electronic)9781958200131
StatePublished - 2024
Externally publishedYes
Event45th International Conference on Information Systems, ICIS 2024 - Bangkok, Thailand
Duration: 15 Dec 202418 Dec 2024

Publication series

Name45th International Conference on Information Systems, ICIS 2024

Conference

Conference45th International Conference on Information Systems, ICIS 2024
Country/TerritoryThailand
CityBangkok
Period15/12/2418/12/24

Keywords

  • Freelancers' Performance
  • Generative AI
  • Image Analysis
  • Image Generation
  • Limited learning Effect

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