Investigating Youth AI Auditing

Fuente: arXiv
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Auteurs principaux: Solyst, Jaemarie, Peng, Cindy, Deng, Wesley Hanwen, Pratapa, Praneetha, Hammer, Jessica, Ogan, Amy, Hong, Jason, Eslami, Motahhare
Format: Preprint
Publié: 2025
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author Solyst, Jaemarie
Peng, Cindy
Deng, Wesley Hanwen
Pratapa, Praneetha
Hammer, Jessica
Ogan, Amy
Hong, Jason
Eslami, Motahhare
author_facet Solyst, Jaemarie
Peng, Cindy
Deng, Wesley Hanwen
Pratapa, Praneetha
Hammer, Jessica
Ogan, Amy
Hong, Jason
Eslami, Motahhare
contents Youth are active users and stakeholders of artificial intelligence (AI), yet they are often not included in responsible AI (RAI) practices. Emerging efforts in RAI largely focus on adult populations, missing an opportunity to get unique perspectives of youth. This study explores the potential of youth (teens under the age of 18) to engage meaningfully in RAI, specifically through AI auditing. In a workshop study with 17 teens, we investigated how youth can actively identify problematic behaviors in youth-relevant ubiquitous AI (text-to-image generative AI, autocompletion in search bar, image search) and the impacts of supporting AI auditing with critical AI literacy scaffolding with guided discussion about AI ethics and an auditing tool. We found that youth can contribute quality insights, shaped by their expertise (e.g., hobbies and passions), lived experiences (e.g., social identities), and age-related knowledge (e.g., understanding of fast-moving trends). We discuss how empowering youth in AI auditing can result in more responsible AI, support their learning through doing, and lead to implications for including youth in various participatory RAI processes.
format Preprint
id arxiv_https___arxiv_org_abs_2502_18576
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Investigating Youth AI Auditing
Solyst, Jaemarie
Peng, Cindy
Deng, Wesley Hanwen
Pratapa, Praneetha
Hammer, Jessica
Ogan, Amy
Hong, Jason
Eslami, Motahhare
Human-Computer Interaction
Computers and Society
Youth are active users and stakeholders of artificial intelligence (AI), yet they are often not included in responsible AI (RAI) practices. Emerging efforts in RAI largely focus on adult populations, missing an opportunity to get unique perspectives of youth. This study explores the potential of youth (teens under the age of 18) to engage meaningfully in RAI, specifically through AI auditing. In a workshop study with 17 teens, we investigated how youth can actively identify problematic behaviors in youth-relevant ubiquitous AI (text-to-image generative AI, autocompletion in search bar, image search) and the impacts of supporting AI auditing with critical AI literacy scaffolding with guided discussion about AI ethics and an auditing tool. We found that youth can contribute quality insights, shaped by their expertise (e.g., hobbies and passions), lived experiences (e.g., social identities), and age-related knowledge (e.g., understanding of fast-moving trends). We discuss how empowering youth in AI auditing can result in more responsible AI, support their learning through doing, and lead to implications for including youth in various participatory RAI processes.
title Investigating Youth AI Auditing
topic Human-Computer Interaction
Computers and Society
url https://arxiv.org/abs/2502.18576