Assisting Teachers with Artificial Intelligence: Investigating the Role of Teachers Using a Randomized Field Experiment

Jun Hyung Kim, Minki Kim, D. Kwak, Sol Lee
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Abstract

This study investigates whether artificial intelligence (AI) can transform the teacher’s role by delivering personalized learning to each individual student. Conducting a randomized controlled trial in collaboration with an education company, we evaluate how providing teachers with AI assistance impacts students’ academic outcomes. We find that providing AI-generated reports to teachers significantly improves students’ study effort and performance, although those effects vary by teacher and class characteristics. Consistent with the organizational literature on technology and worker productivity, our findings indicate that technology overload could undermine teachers’ effective use of AI coaching despite its highly accurate diagnostic ability and ready availability. Although some teachers did not utilize the AI coaching program, we found positive effects among the students of both compliers and non-compliers. We, therefore, decompose our results to identify direct and spillover effects on students’ academic performance and show that failing to account for spillover effects across teachers (externality among peers) and within teachers (learning-by-doing across students) may understate the effects of AI coaching. Finally, we provide practical guidelines for implementing technology in educational settings.
用人工智能辅助教师:用随机场实验调查教师的角色
本研究探讨人工智能(AI)是否可以通过向每个学生提供个性化学习来改变教师的角色。我们与一家教育公司合作进行了一项随机对照试验,评估了为教师提供人工智能帮助如何影响学生的学业成绩。我们发现,向教师提供人工智能生成的报告可以显著提高学生的学习努力和表现,尽管这些效果因教师和班级特征而异。与关于技术和工人生产力的组织文献一致,我们的研究结果表明,尽管人工智能具有高度准确的诊断能力和随时可用性,但技术过载可能会破坏教师对人工智能指导的有效使用。虽然有些老师没有使用人工智能辅导计划,但我们发现编译者和非编译者的学生都有积极的影响。因此,我们对我们的结果进行了分解,以确定对学生学习成绩的直接和溢出效应,并表明未能考虑教师之间的溢出效应(同伴之间的外部性)和教师内部的溢出效应(学生之间的边做边学)可能低估了人工智能指导的效果。最后,我们提供了在教育环境中实施技术的实用指南。
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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