Generative AI in Crowdwork for Web and Social Media Research: A Survey of Workers at Three Platforms

Authors

  • Evgenia Christoforou CYENS Centre of Excellence
  • Gianluca Demartini University of Queensland
  • Jahna Otterbacher Open University of Cyprus CYENS Centre of Excellence

DOI:

https://doi.org/10.1609/icwsm.v18i1.31452

Abstract

Crowdsourcing plays an important role in Web and social media research, from data annotation, to online experiments and user surveys. With the emergence of Generative AI (GenAI), researchers are considering how models and tools such as GPT might replace crowdwork. Many have already evaluated GPT on annotation tasks. However, it is less clear how GenAI might impact other types of tasks, or to what extent crowdworkers have already incorporated it into their work processes. Thus, we asked crowdworkers directly regarding their use of GenAI, via a survey at two points in time, across three commercial platforms. We found evidence that workers' self-reported use of GenAI did not change over time, but rather, was strongly correlated to the platform in which they operate, with MTurk workers using GenAI much more often than those operating at Clickworker and Prolific. As most respondents reported that survey completion is their "usual type of task", we discuss the implication of the use of GenAI in user surveys, via specific examples of ICWSM research.

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Published

2024-05-28

How to Cite

Christoforou, E., Demartini, G., & Otterbacher, J. (2024). Generative AI in Crowdwork for Web and Social Media Research: A Survey of Workers at Three Platforms. Proceedings of the International AAAI Conference on Web and Social Media, 18(1), 2097-2103. https://doi.org/10.1609/icwsm.v18i1.31452