Enhancing children’s understanding of algorithmic biases in and with text-to-image generative AI

Author:

Vartiainen Henriikka1ORCID,Kahila Juho1ORCID,Tedre Matti1,López-Pernas Sonsoles1ORCID,Pope Nicolas1

Affiliation:

1. University of Eastern Finland, Finland

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.

Funder

Strategic Research Council (SRC) established within the Academy of Finland

Publisher

SAGE Publications

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1. Teaching K-12 students about the impact and mechanics of social media;Proceedings of the 19th WiPSCE Conference on Primary and Secondary Computing Education Research;2024-09-16

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3. Pedagogical framework for cultivating children's data agency and creative abilities in the age of AI;Informatics in Education;2024-06-06

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