Deep learning-based course recommendation systems often suffer from a lack of interpretability, limiting their practical utility for students and academic advisors. To address this challenge, we propose a modular, post-hoc explanation framework leveraging Large Language Models (LLMs) to enhance the transparency of deep learning-driven…

Implicit stereotypes about gender and STEM may unconsciously shape students' academic choices and contribute to gender gaps in major choice, but there is limited economic evidence on this channel. To study this relationship, we administer a gender-science Implicit Association Test (IAT) to a sample of primarily first-semester undergraduates, and…

Although many students exhibit interest and demonstrate academic preparedness in math and science, a significant proportion of students do not major in science, technology, engineering, and mathematics (STEM) fields. These students encounter systemic barriers to STEM opportunities related to their intersecting gender and racial/ethnic identities.…

Many college students in the United States take longer than four years to complete their bachelor's degrees. Long time-to-degree can increase higher education costs by billions. Time-to-degree can be reduced if students take more credits each term. While academic momentum theory suggests that additional credits may also improve student…

This paper reports a study of Scottish secondary students perspectives concerning academic difficulties experienced in the first year of the Senior Phase which corresponds to their final year of compulsory schooling (age 15-16). Transition and trajectories throughout Senior Phase have gained further significance due to substantial changes…

As the drive to move from traditional face-to-face classroom learning to e-learning is ever in demand, the knowledge corpus exposed to students can be overwhelming because there is a need to automate certain functions of the e-learning framework. One of these functions is the course recommendation feature. Course recommendations help students save…

The objective of this research is based on human-centered AI in education to develop a personalized hybrid course recommendation system (PHCRS) to assist students with course selection decisions from different departments. The system integrates three recommendation methods, item-based, user-based and content-based filtering, and then optimizes the…

Higher education institutions provide critical opportunities for students to acquire the skills necessary to enter the STEM workforce and serve as vital partners in the STEM educational-occupational pipeline. It is important that colleges and universities ensure that all undergraduates interested in STEM professions have the opportunity to see…

Students typically experience a sequence of required courses. These courses are generally taught by different instructors with different pedagogical strategies and in some cases different emphases on what students should know and how they should know it. However, there are few published studies on the impact of the switching course type on…

Research shows that the intensity of high school course-taking is related to postsecondary outcomes. However, there are various approaches to measuring the intensity of students' course-taking. This study presents new measures of coursework intensity that rely on differing levels of quantity and quality of coursework. We used these new indices to…

Research shows that the intensity of high school course-taking is related to postsecondary outcomes. However, there are various approaches to measuring the intensity of students' course-taking. This study presents new measures of coursework intensity that rely on differing levels of quantity and quality of coursework. We used these new indices to…

We investigate how social identity, namely gender and caste, affects stream choice at the higher secondary level of schooling in India. The choice of science stream at this level is a crucial determinant of subsequent science, technology, engineering, and mathematics (STEM) education and labor market outcomes. Using nationally representative data…

Mathematics placement and courses can be a key factor in determining the pace and success of student educational pursuits. This study delves into the potential effectiveness of Directed Self-Placement (DSP), also referred to as Guided Self-Placement or Self-Directed Placement, as opposed to traditional placement methods, in fostering successful…

Do the advantages of increased student engagement in a project-based learning environment sustain during a pandemic when compared to a traditional program? Researchers were able to meet with students in both programs in a midwestern school district that gave them a choice between both project-based and traditional approaches. Semi structured…

This article examines how university students assess the coordination of the courses their programmes contain and how course coordination affects how content they are with their studies. The study is based on survey data from more than 5700 students, collected through Lund University's Student Barometer. The survey examines the students' views on…