众筹前线:教师驱动型学校改进的实证研究

S. Keppler, Jun Li, Di Wu
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引用次数: 6

摘要

众所周知,美国K-12公立教育体系难以改善。一些人认为新的教育技术(EdTech)可以帮助学校变得更好。然而,由于大规模的政策改革只取得了有限的成功,EdTech的小变化似乎不太可能产生任何可衡量的影响。在本文中,我们研究了DonorsChoose,一个运营教师众筹平台的非营利组织。我们询问DonorsChoose是否改善了教育成果,特别是低收入学校的教育成果。将DonorsChoose数据与2012-2013年至2017-2018年宾夕法尼亚州学生考试成绩数据相结合,我们发现,在控制了选择偏差之后,一所学校资助的DonorsChoose项目数量的增加会导致学生成绩的提高。对于一所没有资助项目的学校来说,一个资助项目——价值约400美元——可以转化为2到9名在高中所有科目以及在小学和初中科学和语言艺术方面取得基础及以上成绩的学生。我们发现这种影响主要是由低收入学校推动的,这表明资助项目有助于缩小低收入学校和高收入学校学生之间的教育成果差距。基于对来自所有资助教师的20000份描述项目资源如何使用的陈述的文本分析,我们发现了在低收入学校中最有效的两种改进渠道。我们证明,尽管DonorsChoose项目规模很小,但它们改善了结果,减少了不平等,因为它们直接来自一线工作者——教师——他们最了解学生面临的障碍,也最了解如何提供帮助。这篇论文被运营管理的Charles Corbett接受。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Crowdfunding the Front Lines: An Empirical Study of Teacher-Driven School Improvement
The U.S. K–12 public education system has been notoriously hard to improve. Some argue new education technologies (EdTech) can help transform schools for the better. Yet, as large-scale policy reforms have had only limited success, it seems unlikely that small changes from EdTech could have any measurable impact. In this paper, we study DonorsChoose, a nonprofit that operates a teacher crowdfunding platform. We ask whether DonorsChoose improves educational outcomes, specifically at low-income schools. Combining DonorsChoose data with data on student test scores in Pennsylvania from 2012–2013 to 2017–2018, we find that an increase in the number of DonorsChoose projects funded at a school leads to higher student performance, after controlling for selection biases. For a school with zero funded projects, one funded project—of about $400 in value—translates to between two to nine more students scoring basic and above in all subjects in high school and science and language arts in primary and middle school. We find this effect is driven mostly by low-income schools, indicating funded projects help close the gap in educational outcomes between students at low- versus high-income schools. Based on a textual analysis of 20,000 statements from all funded teachers describing how project resources are used, we find two channels of improvement most effective in the lowest income schools. We demonstrate that, although DonorsChoose projects are small, they improve outcomes and reduce inequality because they come directly from frontline workers—teachers—who know most intimately the obstacles their students face and how to help. This paper was accepted by Charles Corbett, operations management.
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