Enhancing children’s understanding of algorithmic biases in and with text-to- image generative AI
| dc.contributor.author | Vartiainen, Henriikka | en_ZA |
| dc.contributor.author | Kahila, Juho | en_ZA |
| dc.contributor.author | Tedre, Matti | en_ZA |
| dc.contributor.author | López-Pernas, Sonsoles | en_ZA |
| dc.contributor.author | Pope, Nicolas | en_ZA |
| dc.date.accessioned | 2025-10-03T08:40:55Z | en_ZA |
| dc.date.issued | 2025 | en_ZA |
| dc.description | Article, Faculty of Economic and Management Sciences (Research and Innovation)--Northwest University, Vanderbijlpark Campus | en_ZA |
| dc.description.abstract | Despite the growing concerns surrounding algorithmic biases in generative AI (artificial intelligence), there is a noticeable lack of research on how to facilitate children and young people's awareness and understanding of them. This study aimed to address this gap by conducting hands-on workshops with fourth- and seventh-grade students in Finland, and by focusing on students' (N = 209) evolving explanations of the potential causes of algorithmic biases within text-to-image generative models. Statistically significant progress in children's data-driven explanations was observed on a written reasoning test, which was administered prior to and after the intervention, as well as in their responses to the worksheets they filled out during a lesson that focused on algorithmic biases. The article concludes with a discussion on the development and facilitation of children's understanding of algorithmic biases | en_ZA |
| dc.identifier.citation | Vartiainen, H. et al. 2025. Enhancing children’s understanding of algorithmic biases in and with text-to- image generative AI. new media & society 2025, Vol. 27(9) 5342–5368. [https://doi.org/10.1177/14614448241252820] | en_ZA |
| dc.identifier.uri | https://doi.org/10.1177/14614448241252820 | en_ZA |
| dc.identifier.uri | http://hdl.handle.net/10394/43534 | en_ZA |
| dc.language.iso | en | en_ZA |
| dc.publisher | SAGE Publications Inc. | en_ZA |
| dc.subject | Algorithmic bias | en_ZA |
| dc.subject | Artificial intelligence | en_ZA |
| dc.subject | Generative AI | en_ZA |
| dc.subject | Prompt engineering | en_ZA |
| dc.subject | Text-to- image generative models | en_ZA |
| dc.subject | AI education | en_ZA |
| dc.subject | AI literacy | en_ZA |
| dc.subject | Data agency | en_ZA |
| dc.subject | Data bias | en_ZA |
| dc.title | Enhancing children’s understanding of algorithmic biases in and with text-to- image generative AI | en_ZA |
| dc.type | Article | en_ZA |
