"It's really enjoyable to see me solve the problem like a hero": GenAI-enhanced data comics as a Learning Analytics tool

Mikaela E. Milesi, Riordan Alfredo, Vanessa Echeverria, Lixiang Yan, Linxuan Zhao, Yi Shan Tsai, Roberto Martinez-Maldonado

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

1 Citation (Scopus)

Abstract

Data comics are an emergent storytelling format that can enable non-experts to consume salient insights from data. Despite some research investigating the use of comic strips in education, there is limited evidence relating to how students perceive data comics about their own data as a way to reflect on their learning experience. In this paper, we summarise nursing students' perceptions of the advantages and limitations of data comics by presenting personalised Multimodal Learning Analytics (LA) data in data comics form. We present GenAI-enhanced data comic prototypes created using a combination of the generative artificial intelligence tool, Midjourney, and graphics illustration software. Our findings indicate that while students see the potential of data comics as an engaging and enjoyable visualisation technique, concerns remain regarding the perceived lack of professionalism associated with this format.

Original languageEnglish
Title of host publicationExtended Abstracts of the 2024 CHI Conference on Human Factors in Computing Sytems
EditorsJulie R. Williamson, Corina Sas
Place of PublicationNew York NY USA
PublisherAssociation for Computing Machinery (ACM)
Number of pages7
ISBN (Electronic)9798400703317
DOIs
Publication statusPublished - 2024
EventInternational Conference on Human Factors in Computing Systems 2024: Surfing the World - Hybrid, Honolulu, United States of America
Duration: 11 May 202416 May 2024
https://chi2024.acm.org/
https://dl.acm.org/doi/proceedings/10.1145/3613904 (proceedings)
https://dl.acm.org/doi/proceedings/10.1145/3613905 (Extended Abstracts)

Conference

ConferenceInternational Conference on Human Factors in Computing Systems 2024
Abbreviated titleCHI 2024
Country/TerritoryUnited States of America
CityHybrid, Honolulu
Period11/05/2416/05/24
Internet address

Keywords

  • data comics
  • information visualisation
  • learning analytics

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