How a data-driven course planning tool affects college students' GPA: Evidence from two field experiments

被引:20
作者
Chaturapruek, Sorathan [1 ]
Dee, Thomas S. [1 ]
Johari, Ramesh [1 ]
Kizilcec, Rene F. [1 ]
Stevens, Mitchell L. [1 ]
机构
[1] Stanford Univ, Stanford, CA 94305 USA
来源
PROCEEDINGS OF THE FIFTH ANNUAL ACM CONFERENCE ON LEARNING AT SCALE (L@S'18) | 2018年
关键词
Information platform; higher education; dashboard; randomized field experiment; GPA;
D O I
10.1145/3231644.3231668
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
College students rely on increasingly data-rich environments when making learning-relevant decisions about the courses they take and their expected time commitments. However, we know little about how their exposure to such data may influence student course choice, effort regulation, and performance. We conducteda large-scale fieldexperimentin which all the undergraduates at a large, selective university were randomized to an encouragement to use a course-planning web application that integrates information from official transcripts from the past fifteen years with detailed end-of-course evaluation surveys. We found that use of the platform lowered students' GPAby 0.28 standard deviations on average. In a subsequent field experiment, we varied access to information about course grades and time commitment on the platform and found that access to grade information in particular lowered students'overallGPA. Ourexploratory analysis suggests these effectsarenotduetochangesintheportfolioof coursesthat students choose, but ratherby changes to their behavior within courses.
引用
收藏
页数:10
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