"The Conduit by which Change Happens": Processes, Barriers, and Support for Interpersonal Learning about Responsible AI

Responsible AI (RAI) practices are increasingly important for practitioners in anticipating and addressing potential harms of AI, and emerging research suggests that AI practitioners often learn about RAI on-the-job.More generally, learning at work is social; thus, this work explores the interpersonal aspects of learning about RAI on-the-job.Through workshops with 21 industry-based RAI educators, we offer the first empirical investigation into interpersonal processes and dimensions of learning about RAI at work.This study finds key phases of RAI are sites for ongoing interpersonal learning, such as critical reflection about potential RAI impacts and collective sense-making about operationalizing RAI principles.We uncover a significant gap between these interpersonal learning processes and current approaches to learning about RAI.Finally, we identify barriers and supports for interpersonal learning about RAI.We close by discussing opportunities to better enable interpersonal learning about RAI on-the-job and the broader implications of interpersonal learning for RAI.

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Published
2025-04-25
DOI
https://doi.org/10.1145/3706598.3714144
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

"The Conduit by which Change Happens": Processes, Barriers, and Support for Interpersonal Learning about Responsible AI

Michael Madaio, Lauren Wilcox, Jaemarie Solyst
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Ethics and Social Impacts of AI
article

"The Conduit by which Change Happens": Processes, Barriers, and Support for Interpersonal Learning about Responsible AI

Michael Madaio, Lauren Wilcox, Jaemarie Solyst
article en

Abstract

Responsible AI (RAI) practices are increasingly important for practitioners in anticipating and addressing potential harms of AI, and emerging research suggests that AI practitioners often learn about RAI on-the-job.More generally, learning at work is social; thus, this work explores the interpersonal aspects of learning about RAI on-the-job.Through workshops with 21 industry-based RAI educators, we offer the first empirical investigation into interpersonal processes and dimensions of learning about RAI at work.This study finds key phases of RAI are sites for ongoing interpersonal learning, such as critical reflection about potential RAI impacts and collective sense-making about operationalizing RAI principles.We uncover a significant gap between these interpersonal learning processes and current approaches to learning about RAI.Finally, we identify barriers and supports for interpersonal learning about RAI.We close by discussing opportunities to better enable interpersonal learning about RAI on-the-job and the broader implications of interpersonal learning for RAI.

Google (United States) (US), eBay (United States) (US), Carnegie Mellon University (US)
Gender equality
Openalex Percentile: Top 92%
Ethics and Social Impacts of AI
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"The Conduit by which Change Happens": Processes, Barriers, and Support for Interpersonal Learning about Responsible AI — Michael Madaio, Lauren Wilcox, et al. · (2025) | TGRS Research Map | TGRS