Systematically incorporating equity into design thinking for AI education

IF 3.2 4区 计算机科学 Q3 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Ai Magazine Pub Date : 2025-07-29 DOI:10.1002/aaai.70008
Christelle Scharff, Andreea Cotoranu, Yves Wautelet, James Brusseau
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引用次数: 0

Abstract

AI-powered systems increasingly influence critical aspects of daily life, yet these systems often embed and reinforce biases, disproportionately disadvantaging marginalized communities. Addressing these challenges requires a fundamental shift in how we teach the development of these systems, ensuring that future professionals develop not only technical expertise but also are equipped with the skills needed for ethical AI design. This paper adopts a design science research (DSR) approach to develop the equity-aware design thinking for AI (EquiThink4AI) framework, a dual-component model that systematically embeds equity principles into AI education. EquiThink4AI's first component extends design thinking (DT) by incorporating principles from EquityXDesign (EXD) and liberatory design (LD), ensuring that equity concerns are proactively addressed throughout AI system development. The second component enhances the framework with pedagogical strategies, including problem-based learning (PBL), experiential learning, and interdisciplinary collaboration, fostering student engagement, real-world problem-solving, and ethical reasoning. EquityThink4AI provides educators and students with a structured methodology for teaching and applying equity-centered AI development. This study is explorative in nature, yet it presents concrete strategies for integrating EquiThink4AI into AI curricula, bridging the gap between design, AI ethics, and educational practices.

系统地将公平融入人工智能教育的设计思维
人工智能驱动的系统日益影响日常生活的关键方面,但这些系统往往嵌入并强化偏见,使边缘化社区处于不成比例的不利地位。为了应对这些挑战,我们需要从根本上改变如何教授这些系统的开发,确保未来的专业人员不仅具备技术专长,还具备道德人工智能设计所需的技能。本文采用设计科学研究(DSR)的方法来开发人工智能公平意识设计思维(EquiThink4AI)框架,这是一个双组件模型,系统地将公平原则嵌入人工智能教育。EquiThink4AI的第一个组件通过结合EquityXDesign (EXD)和解放设计(LD)的原则扩展了设计思维(DT),确保在整个AI系统开发过程中主动解决公平性问题。第二部分通过教学策略加强框架,包括基于问题的学习(PBL)、体验式学习和跨学科合作,促进学生参与、解决现实问题和道德推理。EquityThink4AI为教育工作者和学生提供了一个结构化的方法,用于教学和应用以公平为中心的人工智能开发。这项研究本质上是探索性的,但它提出了将EquiThink4AI整合到人工智能课程中的具体策略,弥合了设计、人工智能伦理和教育实践之间的差距。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Ai Magazine
Ai Magazine 工程技术-计算机:人工智能
CiteScore
3.90
自引率
11.10%
发文量
61
审稿时长
>12 weeks
期刊介绍: AI Magazine publishes original articles that are reasonably self-contained and aimed at a broad spectrum of the AI community. Technical content should be kept to a minimum. In general, the magazine does not publish articles that have been published elsewhere in whole or in part. The magazine welcomes the contribution of articles on the theory and practice of AI as well as general survey articles, tutorial articles on timely topics, conference or symposia or workshop reports, and timely columns on topics of interest to AI scientists.
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