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将伦理与职业未来融入技术学习以提升中学生的人工智能素养:一项探索性研究

Integrating Ethics and Career Futures with Technical Learning to Promote AI Literacy for Middle School Students: An Exploratory Study.

作者信息

Zhang Helen, Lee Irene, Ali Safinah, DiPaola Daniella, Cheng Yihong, Breazeal Cynthia

机构信息

Lynch School of Education and Human Development, Boston College, Chestnut Hill, MA USA.

MIT Scheller Teacher Education Program, Massachusetts Institute of Technology, Cambridge, MA USA.

出版信息

Int J Artif Intell Educ. 2022 May 9:1-35. doi: 10.1007/s40593-022-00293-3.

Abstract

The rapid expansion of artificial intelligence (AI) necessitates promoting AI education at the K-12 level. However, educating young learners to become AI literate citizens poses several challenges. The components of AI literacy are ill-defined and it is unclear to what extent middle school students can engage in learning about AI as a sociotechnical system with socio-political implications. In this paper we posit that students must learn three core domains of AI: technical concepts and processes, ethical and societal implications, and career futures in the AI era. This paper describes the design and implementation of the Developing AI Literacy (DAILy) workshop that aimed to integrate middle school students' learning of the three domains. We found that after the workshop, most students developed a general understanding of AI concepts and processes (e.g., supervised learning and logic systems). More importantly, they were able to identify bias, describe ways to mitigate bias in machine learning, and start to consider how AI may impact their future lives and careers. At exit, nearly half of the students explained AI as not just a technical subject, but one that has personal, career, and societal implications. Overall, this finding suggests that the approach of incorporating ethics and career futures into AI education is age appropriate and effective for developing AI literacy among middle school students. This study contributes to the field of AI Education by presenting a model of integrating ethics into the teaching of AI that is appropriate for middle school students.

摘要

人工智能(AI)的迅速发展使得在K-12教育阶段推广人工智能教育成为必要。然而,要让年轻学习者成为具备人工智能素养的公民面临着诸多挑战。人工智能素养的构成要素尚不明确,而且中学生在何种程度上能够参与对作为具有社会政治影响的社会技术系统的人工智能的学习也不清楚。在本文中,我们认为学生必须学习人工智能的三个核心领域:技术概念与过程、伦理与社会影响以及人工智能时代的职业前景。本文描述了旨在整合中学生对这三个领域学习的“发展人工智能素养(DAILy)”工作坊的设计与实施。我们发现,在工作坊结束后,大多数学生对人工智能概念与过程(例如监督学习和逻辑系统)有了大致的了解。更重要的是,他们能够识别偏差,描述在机器学习中减轻偏差的方法,并开始思考人工智能可能如何影响他们未来的生活和职业。在结束时,近一半的学生将人工智能解释为不仅是一门技术学科,而且是一门具有个人、职业和社会影响的学科。总体而言,这一发现表明,将伦理和职业前景纳入人工智能教育的方法适合中学生的年龄阶段,并且对于培养中学生的人工智能素养是有效的。本研究通过提出一种适合中学生的将伦理融入人工智能教学的模式,为人工智能教育领域做出了贡献。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7bb6/9084886/c6b1d093abf3/40593_2022_293_Fig1_HTML.jpg

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