No records of systematic reviews focused on deep learning in open learning have been found, although there has been some focus on other areas of machine learning. Through a systematic review, this study aimed to determine the trends, applied computational techniques, and areas of educational use of deep learning in open learning. The PRISMA…

Using the historical random assignment of MBA students to peer groups at a top business school in the United States, I study the effect of the gender composition of a student's peers on the gender pay gap at graduation and long-term labor market outcomes. I find that a 10 percentage point increase in the share of male peers leads to a 2.1 percent…

Federal policy in the United States has urged high schools to expand offerings in career and technical education (CTE) coursework to address persistent gender inequities in science, technology, engineering, mathematics, and medical (STEMM) fields. Unfortunately, gender composition in engineering and health sciences CTE enrollment is highly…

We analyze the rollout of a Statewide Dual-Credit (SDC) program intended to expand access to college-level courses during high school. We find that SDC increased early postsecondary course-taking among students in the middle of the achievement distribution, especially through courses in vocational subjects, without decreasing participation in…

Educational dialogue has emphasized that math and science courses be more meaningful and engaging in high school. One way in which this has materialized has been through the introduction of applied STEM courses (i.e., information technology and engineering). In these courses, traditional math and science concepts are to be more educationally…

We study the importance of job-related and non-job-related factors in students' college major choices. Using a staggered intervention that allows us to provide students information about many different aspects of majors and to compare the magnitudes of the effects of each piece of information, we show that major choices depend on a wide set of…

This paper reports on a three-year initiative to enhance the undergraduate Extension Education minor at a state land-grant university. Specific initiatives to improve the undergraduate Extension Education minor curriculum involved (a) revising the Extension Education minor due to varied curriculum and faculty changes and (b) aligning eight…

Recommendation systems need a deeper understanding of users and their motivations to improve recommendation quality and provide more personalized suggestions. This is especially true in the education domain, the more about the student is known, the more useful recommendations can be made. However, although many studies on the course recommendation…

Research on the Advanced Placement (AP) program generally shows that students scoring 4s and 5s on AP exams outperform their non-AP peers in subsequent college courses. However, faculty and academic advisors often suggest that students with AP credit should repeat prerequisite courses in college before attempting advanced coursework. We compared…

Nearly two thirds of students are not ready for college level work in mathematics as evidenced by the inability to succeed on standardized math placement tests. Unfortunately, this necessitates developmental coursework, which is not credit bearing, and ultimately makes these students significantly less likely to earn a college degree. This study…

Gender balance in computing education is a decades-old issue that has been the focus of much previous research. In K-12, the introduction of mandatory computing education goes some way to giving all learners the opportunity to engage with computing throughout school, but a gender imbalance still persists when computer science becomes an elective…

Higher education officials have recently begun to focus their attention on summer enrollment as an alternative means by which to improve recruitment and retention. Utilizing business analytics and forecasting, Elon University has seen significant growth in its summer college enrollment and revenue. The current study seeks to address how students…

While calculus remains the gold standard of academic rigor in most college admissions offices, educators and employers increasingly champion advanced statistics as critical for navigating today's data-driven workforce. So which math pathway actually shapes long-term success? To find out, we asked UT Austin Associate Professor Matt Giani, graduate…

The author argues that significant inroads in the destigmatization of basic writing courses and students can be made when students are asked to choose not only which FYW course they believe best meets their needs (directed self-placement, or DSP) but also to choose from among a variety of courses (including corequisite courses, particularly those…

Constructs like socioeconomic status (SES), college readiness, and self-efficacy have been studied primarily in context of their relationship to student academic performance outcomes. This study recognizes the gap in the literature of research focus on the influence such factors can have on test takers of standardized admissions tests. The public…