STEM preparation--especially high school math course-taking--is a key predictor of college entrance. Previous research suggests that high school English learners (ELs) not only take fewer advanced math courses but also enroll in college at much lower rates than non-ELs--a group that includes former ELs. In the present study, we alter the analytic…

While students have enrolled in college at increased rates since 1996, graduation rates have remained mostly stagnant (NCES, 2022). First-generation Appalachian students, specifically, had lower college completion rates but higher college enrollment rates than their peers (ARC, 2018). Since 2007, researchers have supported the use of non-cognitive…

The decline in doctoral program completion has become one of the main challenges in doctoral education worldwide. As concern about this issue grows, the number of studies examining the topic has also increased. Many of these studies, which aim to identify the factors that contribute to high attrition rates, rely on cross-sectional data and often…

We conducted a study of predictive analytics (PA) applied to state data on post-school outcomes (PSO) of exited high-school students with disabilities (SWD). Data analyses with machine learning Random Forest algorithm and multilevel Bayesian ordered logistic regression produced two key findings. One, Random Forest models were accurate in…

Improving graduation rates is one of the biggest missions in many universities across the country and it is surely the case on the campus of this institution. The work here presents a statistical tool box to use early academic performance as a predictor for graduation with logistic regression and machine learning techniques. The methods described…

This correlational study utilized secondary, longitudinal data to examine the extent to which student-influenced and institution-influenced factors predict the academic success and degree completion of engineering transfer students at public four-year institutions in North Carolina. The sample included students who transferred from community…

The COVID-19 pandemic decreased college enrollment and disrupted academic progress, particularly among disadvantaged students and institutions. Just before the start of the pandemic in spring 2020, 31,511 undergraduate students attending colleges of The City University of New York responded to a survey detailing their circumstances. Lasso…

This study examined the factors that statistically predict student's degree attainment within agricultural education as a course of study. The study is based on a population of first year agriculture students (n = 616) at a private four-year college in Southwestern Ohio. The study is correlational design, which employed cross-sectional archival…

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…

Despite the importance of obtaining a university degree, retention rates remain a concern for many universities. This longitudinal study provides a multi-domain examination of first-year student characteristics and behaviors that best predict which students graduate. Graduation status was assessed seven years after students entered university.…

Purpose: This research examine participation in a dual enrollment program and a student's race and socioeconomic status. In addition to examining the college retention and graduation rates (student success) of dual and non-dual enrolled students, this study looked at potential race and socioeconomic disparities. Design/methodology/approach: A…

Two-year public colleges serve roughly one-third of undergraduate students in the United States, and, like other types of colleges across the country, they face shifting population demographics. Additionally, completion rates at two-year institutions have received political and scholarly attention within states and across the nation in recent…

The problem that was addressed through this study is that the credential completion rate for transfer-in students (TIS) is lower than for first-time, full-time students (FTFT) at Peninsula Community College (PCC, a pseudonym). The purpose of this quantitative study was to determine if the completion input (gender, race/ethnicity, age) and…

Noncognitive constructs such as self-efficacy, social awareness, and academic engagement are widely acknowledged as critical components of human capital, but systematic data collection on such skills in school systems is complicated by conceptual ambiguities, measurement challenges and resource constraints. This study addresses this issue by…

Our paper adds to a growing literature of doctoral training by studying factors that drive time-to-completion based on a new and unique data set from an international European graduate school. While previous research focused on individual factors, we inspect the role of institutional factors and the organization of PhD programs for PhD completion.…