High heels, compass, spider-man, or drug? Metaphor analysis of generative artificial intelligence in academic writing


Journal article


Fangzhou Jin, Lanfang Sun, Yunqiu Pan, Chin-Hsi Lin*
Computers & Education, vol. 228, 2025, p. 105248


Cite

Cite

APA   Click to copy
Jin, F., Sun, L., Pan, Y., & Lin*, C.-H. (2025). High heels, compass, spider-man, or drug? Metaphor analysis of generative artificial intelligence in academic writing. Computers &Amp; Education, 228, 105248. https://doi.org/10.1016/j.compedu.2025.105248


Chicago/Turabian   Click to copy
Jin, Fangzhou, Lanfang Sun, Yunqiu Pan, and Chin-Hsi Lin*. “High Heels, Compass, Spider-Man, or Drug? Metaphor Analysis of Generative Artificial Intelligence in Academic Writing.” Computers & Education 228 (2025): 105248.


MLA   Click to copy
Jin, Fangzhou, et al. “High Heels, Compass, Spider-Man, or Drug? Metaphor Analysis of Generative Artificial Intelligence in Academic Writing.” Computers &Amp; Education, vol. 228, 2025, p. 105248, doi:10.1016/j.compedu.2025.105248.


BibTeX   Click to copy

@article{fangzhou2025a,
  title = {High heels, compass, spider-man, or drug? Metaphor analysis of generative artificial intelligence in academic writing},
  year = {2025},
  journal = {Computers & Education},
  pages = {105248},
  volume = {228},
  doi = {10.1016/j.compedu.2025.105248},
  author = {Jin, Fangzhou and Sun, Lanfang and Pan, Yunqiu and Lin*, Chin-Hsi}
}

Abstract

This research employed metaphor analysis to explore 277 postgraduate students’ perceptions of the role of generative artificial intelligence (GenAI) in academic writing. All participants were international students, from a total of 14 countries and regions, studying in the United Kingdom. Data collection was carried out in two phases. The first was a survey comprising demographic and metaphor-related questions, and the second involved metaphor checking, in which participants provided screenshots of their interactions with GenAI. The data, which were analyzed both qualitatively and quantitatively, yielded 53 unique metaphors for the concept of GenAI in academic writing. We divided these into four conceptual categories in what we term the 4T Pyramid Model: Technical Support (representative metaphor: highheeled shoes), Text Development (compass), Transformative Potential (Spider-Man), and Threat (drug). The respondents’ academic disciplines influenced their perceptions of GenAI, but overall, the results suggest that most viewed it as transformative, i.e., more than just a writing tool. This study’s innovative methodology integrating metaphor analysis with real user interactions offers a framework, aligned with Bloom’s Taxonomy, that reveals the multilevel benefits and potential risks of GenAI. It also provides actionable insights for AI literacy education, including strategies for effective prompt design.