学习者教新手:令人振奋的替代性评估

Ali Malik, Juliette Woodrow, C. Piech
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摘要

我们提出并实施了一种名为 "通过教学进行评估(AVT)"的新颖的形成性评估方法,在这种方法中,学习者通过辅导更多的新手学生来展示他们对 CS1 课题的理解。与传统的评估形式相比,AVT 具有强大的优势:它以服务他人为中心,对授课的学习者而言,收获颇丰。此外,教学大大提高了学习者自身对教材的理解,并对接受免费 1 对 1 辅导的新手产生了巨大的积极影响。最后,这种评估形式天然难以作弊--这是大语言模型时代评估的关键特性。在一项随机对照试验中,我们将 AVT 用于一所 R1 大学 CS1 课程的学习者。学习者为学习同一课程滞后在线版本的更多新手学生提供辅导课程。我们的研究表明,在课程考试前进行 AVT 辅导的学生在几个问题上的表现比全班平均水平高出 20 到 30 个百分点。此外,与参加模拟考试的学生相比,AVT 学习者更享受他们的学习经历,他们在教学环节中的学习积极性是参加模拟考试的学生的两倍。我们相信,AVT 是一种可扩展的、令人振奋的形成性评估方法,有朝一日可以取代传统的考试。
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Learners Teaching Novices: An Uplifting Alternative Assessment
We propose and carry-out a novel method of formative assessment called Assessment via Teaching (AVT), in which learners demonstrate their understanding of CS1 topics by tutoring more novice students. AVT has powerful benefits over traditional forms of assessment: it is centered around service to others and is highly rewarding for the learners who teach. Moreover, teaching greatly improves the learners' own understanding of the material and has a huge positive impact on novices, who receive free 1:1 tutoring. Lastly, this form of assessment is naturally difficult to cheat -- a critical property for assessments in the era of large-language models. We use AVT in a randomised control trial with learners in a CS1 course at an R1 university. The learners provide tutoring sessions to more novice students taking a lagged online version of the same course. We show that learners who do an AVT session before the course exam performed 20 to 30 percentage points better than the class average on several questions. Moreover, compared to students who did a practice exam, the AVT learners enjoyed their experience more and were twice as likely to study for their teaching session. We believe AVT is a scalable and uplifting method for formative assessment that could one day replace traditional exams.
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