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- All Subjects: community college
- Creators: Archambault, Leanna
- Creators: Thompson, Marilyn S
Description
Many methodological approaches have been utilized to predict student retention and persistence over the years, yet few have utilized a Bayesian framework. It is believed this is due in part to the absence of an established process for guiding educational researchers reared in a frequentist perspective into the realms of Bayesian analysis and educational data mining. The current study aimed to address this by providing a model-building process for developing a Bayesian network (BN) that leveraged educational data mining, Bayesian analysis, and traditional iterative model-building techniques in order to predict whether community college students will stop out at the completion of each of their first six terms. The study utilized exploratory and confirmatory techniques to reduce an initial pool of more than 50 potential predictor variables to a parsimonious final BN with only four predictor variables. The average in-sample classification accuracy rate for the model was 80% (Cohen's κ = 53%). The model was shown to be generalizable across samples with an average out-of-sample classification accuracy rate of 78% (Cohen's κ = 49%). The classification rates for the BN were also found to be superior to the classification rates produced by an analog frequentist discrete-time survival analysis model.
ContributorsArcuria, Philip (Author) / Levy, Roy (Thesis advisor) / Green, Samuel B (Committee member) / Thompson, Marilyn S (Committee member) / Arizona State University (Publisher)
Created2015
Description
Although U.S. rates of college enrollment among 18-24 year olds have reached historic highs, rates of degree completion have not kept pace. This is especially evident at community colleges, where a disproportionate number of students from groups who, historically, have had low college-completion rates enroll. One way community colleges are attempting to address low completion rates is by implementing institutional interventions intended to increase opportunities for student engagement at their colleges. Utilizing logistic and linear regression analyses, this study focused on community college students, examining the association between participation in institutional support activities and student outcomes, while controlling for specific student characteristics known to impact student success in college. The sample included 746 first-time, full-time, degree-seeking students at a single community college located in the U.S. Southwest. Additional analyses were conducted for the 440 first-time, full-time, degree-seeking students in this sample who placed into at least one developmental education course. Findings indicate that significant associations exist between different types of participation in institutional interventions and various student outcomes: Academic advising was found to be related to increased rates of Fall to Spring and Fall to Fall persistence and, for developmental education students, participation in a student success course was found to be related to an increase in the proportion of course credit hours earned. The results of this study provide evidence that student participation in institutional-level support may relate to increased rates of college persistence and credit hour completion; however, additional inquiry is warranted to inform specific policy and program decision-making at the college and to determine if these findings are generalizable to populations outside of this college setting.
ContributorsBeckert, Kimberly Marrone (Author) / De Los Santos Jr., Alfredo G (Thesis advisor) / Thompson, Marilyn S (Thesis advisor) / Berliner, David C. (Committee member) / Arizona State University (Publisher)
Created2011
Description
ABSTRACT
Community colleges serve an important and pivotal role in society. Neighborhood community colleges attract local students and students who attend community colleges do so for reasons including convenience and cost savings of living near or at home, lower tuition, developmental education courses, vocational training, ESL courses for English Language Learners, and a myriad of student and college resources. Community college faculty and administration work hard to meet the needs of by providing vocational and university transfer programs.
This research study is about the proliferation of online learning and the community college’s struggle to offer online course and keep students enrolled. In an effort to keep up with new educational innovations such as learning online, community colleges offer and fill online courses. However, attrition in online courses is high. Educators continue to innovate and change in areas of course design and online teaching pedagogy, but online learning lacks the physical presence of teacher-student and student-to-student contact and connectedness to the class itself. This study investigates whether it is possible, and effective, for educators to include non-content related curriculum that tries to boost student connectedness to the class, reduce stress, and increase focus so students are more likely to stay enrolled or at least gain more self-efficacy.
I chose mindfulness and its myriad of benefits to incorporate into assignments to enhance the online learning experience and keep students enrolled and passing. This study used one class section of online ENG102 students in a small, urban community college. Within the online course students were introduced mindfulness through periodic opportunities to read about and participate in mindfulness activities.
Results indicate that students still withdrew or stopped participating in the course, even after just a couple weeks and with minimal opportunity to engage in the mindfulness exercises. Students who did stay enrolled and participated in the mindfulness exercises reported that mindfulness did relieve stress and increase focus in general and when approaching course work. Attrition remained high. The implications for online educators indicate that more than just mindfulness is needed to address the attrition problem in online courses.
Keywords: mindfulness, attrition, online learning
Community colleges serve an important and pivotal role in society. Neighborhood community colleges attract local students and students who attend community colleges do so for reasons including convenience and cost savings of living near or at home, lower tuition, developmental education courses, vocational training, ESL courses for English Language Learners, and a myriad of student and college resources. Community college faculty and administration work hard to meet the needs of by providing vocational and university transfer programs.
This research study is about the proliferation of online learning and the community college’s struggle to offer online course and keep students enrolled. In an effort to keep up with new educational innovations such as learning online, community colleges offer and fill online courses. However, attrition in online courses is high. Educators continue to innovate and change in areas of course design and online teaching pedagogy, but online learning lacks the physical presence of teacher-student and student-to-student contact and connectedness to the class itself. This study investigates whether it is possible, and effective, for educators to include non-content related curriculum that tries to boost student connectedness to the class, reduce stress, and increase focus so students are more likely to stay enrolled or at least gain more self-efficacy.
I chose mindfulness and its myriad of benefits to incorporate into assignments to enhance the online learning experience and keep students enrolled and passing. This study used one class section of online ENG102 students in a small, urban community college. Within the online course students were introduced mindfulness through periodic opportunities to read about and participate in mindfulness activities.
Results indicate that students still withdrew or stopped participating in the course, even after just a couple weeks and with minimal opportunity to engage in the mindfulness exercises. Students who did stay enrolled and participated in the mindfulness exercises reported that mindfulness did relieve stress and increase focus in general and when approaching course work. Attrition remained high. The implications for online educators indicate that more than just mindfulness is needed to address the attrition problem in online courses.
Keywords: mindfulness, attrition, online learning
ContributorsRomirowsky, Kelly (Author) / Hermanns, Carl (Thesis advisor) / Archambault, Leanna (Committee member) / Lindsey, LeeAnn (Committee member) / Arizona State University (Publisher)
Created2018
Description
Active-duty service members pursuing college degrees face many obstacles due to their military service, such as frequent relocation, long work hours, extended field time, and deployments. While online learning makes higher education more accessible to service members, asynchronous courses can leave active-duty students feeling that online education is lacking in social or peer connection. The purpose of this action research study was to use the Community of Inquiry Framework, as well as Self-Determination Theory, to investigate the results of an intervention, called the R&R Journal, on the social presence, cognitive presence, attitude, and overall academic outcome of active-duty service members enrolled in online, asynchronous HIST 1301 at Central Texas College. This study uses a quasi-experimental concurrent mixed methods design with both treatment and comparison course groups. Results indicate that active-duty students who participated in the intervention increased in social presence, cognitive presence, and overall academic outcome over the course of HIST 1301. Implications for practice include (a) increasing social presence by encouraging peer to peer connection in an asynchronous course through deeper analysis of discussion boards, (b) increasing cognitive presence by challenging students to make personal connections to course material, and (c) increasing cognitive presence by encouraging relevant, modern-day connections to course material.
ContributorsGreene, Emily (Author) / Weinberg, Andrea (Thesis advisor) / Griswold, Philip (Committee member) / Archambault, Leanna (Committee member) / Arizona State University (Publisher)
Created2022