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Using Logistic Regression Model to Identify Student Characteristics to Tailor Graduation Initiatives
Chatterjee, Ayona; Marachi, Christine; Natekar, Shruti; Rai, Chinki; Yeung, Fanny – College Student Journal, 2018
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…
Descriptors: Regression (Statistics), Student Characteristics, Graduation, Probability
Cançado, Luciana; Reisel, John R.; Walker, Cindy M. – International Journal of Mathematical Education in Science and Technology, 2018
Many interventions have been proposed to improve the retention and graduation rates of engineering students. One such intervention is to use study groups for first-year college students; such groups provide a structured environment in which the students can learn course material from each other outside of class and can provide the students with a…
Descriptors: College Freshmen, College Mathematics, Communities of Practice, Group Instruction
Bingham, Melissa A.; Solverson, Natalie Walleser – Journal of Student Affairs Research and Practice, 2016
First- to second-year retention rates are one metric reported by colleges and universities to convey institutional success to a variety of external constituents. But how much of a retention rate is institutional inputs, and how much can be understood by examining student inputs? The authors utilize multi-year, multi-institutional data to examine…
Descriptors: Public Colleges, Universities, College Students, School Holding Power
Agasisti, Tommaso; Murtinu, Samuele – Studies in Higher Education, 2016
In this paper, we estimate the effect of receiving financial aid for a cohort of students who enrolled at Politecnico di Milano (Italy) in the year 2007/2008, through a propensity score matching approach. Using administrative data about these students for four years, the impact of the financial aid on several dimensions of academic performance was…
Descriptors: Grants, Higher Education, Academic Achievement, Foreign Countries
Song, Wei; Furco, Andrew; Lopez, Isabel; Maruyama, Geoffrey – Michigan Journal of Community Service Learning, 2017
Underrepresented students have been identified as being less likely to attain a college degree than their majority counterparts. Service-learning (SL) offers students an opportunity to engage in community work and improve skills that might contribute to their educational success in college. The present study aimed to investigate the impact of SL…
Descriptors: College Students, Minority Group Students, Disproportionate Representation, Service Learning
Savage, Hallie; Raehsler, Rod D.; Fiedor, Joseph – Journal of the National Collegiate Honors Council, 2014
One of the most important issues in any educational environment is identifying factors that promote academic success. A plethora of research on such factors exists across most academic fields, involving a wide range of student demographics, and the definition of student success varies across the range of studies published. The analysis in this…
Descriptors: Honors Curriculum, Performance Factors, Graduation Rate, Regression (Statistics)
Douglas, Daniel; Attewell, Paul – American Journal of Education, 2014
College graduation rates in the United States are low in both real and relative terms. This has left all stakeholders looking for novel solutions while perhaps ignoring extant but underused programs. This article examines the effect of "summer bridge" programs, which have students enroll in coursework prior to beginning their first full…
Descriptors: Summer Programs, Academic Achievement, Program Effectiveness, College Preparation
Rodenbusch, Stacia E.; Hernandez, Paul R.; Simmons, Sarah L.; Dolan, Erin L. – CBE - Life Sciences Education, 2016
National efforts to transform undergraduate biology education call for research experiences to be an integral component of learning for all students. Course-based undergraduate research experiences, or CUREs, have been championed for engaging students in research at a scale that is not possible through apprenticeships in faculty research…
Descriptors: Graduation Rate, Biology, Undergraduate Students, STEM Education
Michael, Jessica M.; Morris-Dueer, Vicky; Reichert, M. Shawn – Journal of Outdoor Recreation, Education, and Leadership, 2017
In this research, we examine the first-year student participants in a first-year seminar outdoor orientation program (OOP) compared to first-year students who participate in the traditional first-year seminar at a large research institution. The effect of residency status, gender, and ethnicity on the students' success suggests that OOP…
Descriptors: Outdoor Education, Orientation, First Year Seminars, Graduation Rate
Keller, Robert R.; Lacy, Michael G. – Journal of the National Collegiate Honors Council, 2013
Honors directors and deans know or presume that retention and graduation rates of honors students substantially exceed those of non-honors students. In our research, we have attempted to better determine what portion of this success is attributable to the academic and other benefits of honors programs as opposed to the background characteristics…
Descriptors: Honors Curriculum, Probability, Correlation, Graduation Rate
Herrera, Cheryl; Blair, Jennifer – Research in Higher Education Journal, 2015
As the U.S. population ages and policy changes emerge, such as the Patient Protection and Affordable Care Act of 2010, the U.S. will experience a significant shortage of Registered Nurses (RNs). Many colleges and universities are attempting to increase the size of nursing cohorts to respond to this imminent shortage. Notwithstanding a 2.6%…
Descriptors: Prediction, Success, Nursing Education, Nursing Students
Rush-Shumpert, Paula J. – ProQuest LLC, 2013
The purpose of this study was to understand why graduation rates of African American male students from four-year historically Black colleges and universities (HBCUs) within a six-year period were not on par with those of other races and ethnicities and, in particular, whether the reasons African American male students drop out rather than persist…
Descriptors: Correlation, Higher Education, African American Students, College Students
Morrison, Michael C. – Journal of College Student Retention: Research, Theory & Practice, 2013
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…
Descriptors: Grants, Private Colleges, Institutional Characteristics, Universities
Hillman, Nicholas W. – Educational Policy, 2015
This study examines the institutional factors associated with student loan default. When a college has more than 30% of its students default on their loans, then the institution faces federal sanctions that could make them ineligible from participating in the federal student loan program. Using Integrated Postsecondary Education Data System…
Descriptors: Cohort Analysis, Probability, Prediction, Federal Regulation
Webber, Douglas A. – Economics of Education Review, 2012
Using detailed individual-level data from public universities in the state of Ohio, I estimate the effect of various institutional expenditures on the probability of graduating from college. Using a competing risks regression framework, I find differential impacts of expenditure categories across student characteristics. I estimate that student…
Descriptors: Student Characteristics, Educational Finance, Measurement, Probability
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