This quantitative study investigates the predictive power of machine learning (ML) models on degree completion among adult learners in higher education, emphasizing the enhancement of data-driven decision-making (DDDM). By analyzing three ML models - Random Forest, Gradient-Boosting machine (GBM), and CART Decision Tree - within a not-for-profit,…

The performance history of 277 students in clothing and textile from two tertiary institutions in southern Nigeria was studied by artificial neural networks (ANN) and analysis of variance (ANOVA) in terms of institution, gender, ordinary level (O-level) qualification, marital status, and age. The study was guided by five research questions and…

The purpose of the study is to determine the cultural capital levels of pre-service primary school teachers; to examine the variables affecting their cultural capital levels and the level of influence of these variables. The study group of research, in which relational research model was used, consists of 449 pre-service primary school teachers.…

A significant challenge currently facing the higher education sector is how to address differential student outcomes in terms of attainment and continuation gaps at various stages of students' transitions. Worryingly, there appears to be a 'deficit' discourse among some university staff in which differential outcomes are perceived to be due to…

While the racial and ethnic mix of the U.S. higher education has continued to diversify, men of color have experienced racial/ethnic disparity in college success, including degree attainment. As higher education faculty, staff, and administration search for answers to how to improve college success for men of color, they are seeking new ways to…

According to the National College Attainment Network (NCAN, 2023), each year, thousands of high school graduates leave billions of dollars in federal student aid unclaimed because they do not complete the Free Application for Federal Student Aid (FAFSA). To holistically investigate this phenomenon, this dissertation accomplished three goals. The…

The Upward Bound Math and Science (UBMS) program at Temple University (TU) seeks to guide first-generation, low-income high school students from Philadelphia in their quest to obtain postsecondary STEM degrees that lead to related careers. This study aims to evaluate the efficacy of the program by analyzing its students' performance in light of…

This article aims to show the influence of social capital on the academic achievement of American students. Using data from Waves I and IV of the National Longitudinal Study of Adolescent to Adult Health (Add Health), this study explored how one of the domains of social capital, the family, makes a difference to educational outcomes in higher…

Colleges have increasingly turned to predictive analytics to target at-risk students for additional support. Most of the predictive analytic applications in higher education are proprietary, with private companies offering little transparency about their underlying models. We address this lack of transparency by systematically comparing two…

We ask whether patterns of racial/ethnic and socioeconomic stratification in educational attainment are amplified or attenuated when we take a longer view of educational careers. We propose a model of "staged advantage" to understand how educational inequalities evolve over the life course. Distinct from cumulative advantage, staged…

We ask whether patterns of racial ethnic and socioeconomic stratification in educational attainment are amplified or attenuated when we take a longer view of educational careers. We propose a model of staged advantage to understand how educational inequalities evolve over the life course. Distinct from cumulative advantage, staged advantage…

To illuminate how within-family differences in achievement may emerge, this study examined sibling experiences in middle childhood as predictors of sibling differences in college graduation. First- and second-borns from 152 families reported on their experiences with siblings and parents at ages 11.80 (SD = 0.56) and 9.22 (SD = 0.90),…

This research investigated the attainment of bachelor degrees by students from different immigrant generational backgrounds and income levels in the United States through the additional family capital variables of student educational expectations, parental educational attainment, and two-parent households. As the nation continues to mature, gaps…

This paper looks at degree completion and wages of immigrants to understand the extent to which a student's chosen educational pathway limits his or her social mobility. Statistical modeling established the predictive strengths of key variables on educational pathway and statistical analysis is used to understand the relationship between…

Little research has examined family emotional climate in the context of having a child with autism spectrum disorder (ASD). The goal of the current study was to determine how the emotional quality of family subsystems (parent--child and parent couple relationships, for both mothers and fathers) combine to create various classes of family emotional…