Completion of remedial mathematics has been identified as one of the keys to college success. However, completion rates in remedial mathematics have been low and are of much debate across America. This study leverages machine learning techniques in trying to predict and understand completion rates in remedial mathematics. The purpose of this study…

Enrollment in master level programs, particularly online, have been increasing nationwide. Students enrolled in online master's programs tend to be older and more ethnically diverse, and are likely to be balancing work, finances, and family responsibilities with their educational pursuits. These challenges have resulted in higher attrition rates…

First-generation college students (FGCS), nearly 50% of which identify as Hispanic, are an underserved population. The psychosociocultural theoretical framework posits that individual, environmental, and cultural factors contribute to the academic success of Hispanic students. This study examined the relationship between these factors (i.e.,…

Increasing graduation rates continues to be a high priority for administrators at many institutions of higher education. With longitudinal data from a large research university in the Western United States, the purpose of this study was to examine the potential relationship between matriculating with or without a major declared and degree…

Higher education institutions have prioritized supporting undecided students with their major and career decisions for decades. This study used a U.S. public research-focused university's large-scale institutional data set and undecided student's retention and graduation rate predictors to demonstrate how to couple student and institutional data…

This longitudinal study evaluated the efficacy of a summer bridge program (SBP) and other support services on college graduation rates at a small liberal arts school in Purchase, NY. Financially disadvantaged students (n = 136) receiving a scholarship and a summer bridge curriculum within the Manhattanville Achievement Program were compared to…

This study uses data from the Integrated Postsecondary Education Data System and Delta Cost Project to identify institutional predictors of bachelor's degree completion rates for Pell Grant recipients and nonrecipients at public and private not-for-profit 4-year institutions. Descriptive analyses show that Pell recipients are relatively…

In this study, we investigated how environmental, cognitive, and demographic variables influenced students' ability to graduate from a 4-year university in 4 years. Specifically, we examined how behaviors related to social cognitive career theory (i.e., self-efficacy, outcome expectations, and academic goals) were influenced by contextual…

In this study, we identified factors influencing completion rates (graduation) of undergraduate students in science, technology, engineering, and mathematics (STEM). We used hierarchical, logistic, and linear regression models to analyze the data and found significant predictor variable interactions across various underrepresented versus…

Academic performance is a primary predictor of college graduation, yet few studies have examined one of the earliest indicators of academic performance--first-semester grade point average (GPA). Given the considerable public and private investment in ensuring access for underrepresented students, a focus on the role of first-semester GPA for these…

The study used earliest available student data from a flagship university in the southeast United States to build data mining models like logistic regression with different variable selection methods, decision trees, and neural networks to explore important student characteristics associated with retention leading to graduation. The decision tree…

This study uses an integrative persistence model to examine college students' expected time-to-degree as a function of sociological and economic factors. The data used in this study are from the 2010 Ohio Student Financial Wellness Survey (SFWS), a web-based survey of undergraduate college students. Of the students surveyed, 25% indicated that…

While some students drop out early in their academic career, others drop out close to completion. What similarities and differences exist between these early and late dropouts? Using a sample 3,520 first-time, full-time (FTFT) students seeking a bachelor's degree at a state university, this study employs multinomial logistic regression to model…

African American males face major challenges in retention and graduation from institutions of higher education. The 6-year graduation rate for African American males at 4-year public institutions and private nonprofit colleges is less than 40%. This figure suggests that persistence toward degree attainment is a problem. The purpose of this study…

Graduation outcomes are analyzed at public and private baccalaureate colleges and universities in the United States. The purpose is to determine the effect of institutional characteristics on a binary indicator of college graduation. The effect of the percentage of Pell grant recipients on graduation outcomes is of primary interest, controlling…