The College Completion Puzzle: A Hidden Markov Model Approach
| العنوان: | The College Completion Puzzle: A Hidden Markov Model Approach |
|---|---|
| المؤلفون: | Paul Attewell, Dirk Witteveen |
| المصدر: | Research in Higher Education. 58:449-467 |
| بيانات النشر: | Springer Science and Business Media LLC, 2016. |
| سنة النشر: | 2016 |
| مصطلحات موضوعية: | Higher education, business.industry, 4. Education, Quantitative methodology, media_common.quotation_subject, 05 social sciences, 050401 social sciences methods, 050301 education, Markov process, Bachelor, Education, symbols.namesake, 0504 sociology, Coursework, ComputingMilieux_COMPUTERSANDEDUCATION, Mathematics education, symbols, Statistical analysis, Psychology, Hidden Markov model, business, 0503 education, media_common, Graduation |
| الوصف: | Higher education in America is characterized by widespread access to college but low rates of completion, especially among undergraduates at less selective institutions. We analyze longitudinal transcript data to examine processes leading to graduation, using Hidden Markov modeling. We identify several latent states that are associated with patterns of course taking, and show that a trained Hidden Markov model can predict graduation or nongraduation based on only a few semesters of transcript data. We compare this approach to more conventional methods and conclude that certain college-specific processes, associated with graduation, should be analyzed in addition to socio-economic factors. The results from the Hidden Markov trajectories indicate that both graduating and nongraduating students take the more difficult mathematical and technical courses at an equal rate. However, undergraduates who complete their bachelor’s degree within 6 years are more likely to alternate between these semesters with a heavy course load and the less course-intense semesters. The course-taking patterns found among college students also indicate that nongraduates withdraw more often from coursework than average, yet when graduates withdraw, they tend do so in exactly those semesters of the college career in which more difficult courses are taken. These findings, as well as the sequence methodology itself, emphasize the importance of careful course selection and counseling early on in student’s college career. |
| تدمد: | 1573-188X 0361-0365 |
| DOI: | 10.1007/s11162-016-9430-2 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_________::7858d315b4a2729c5548bb3be5a2f491 https://doi.org/10.1007/s11162-016-9430-2 |
| Rights: | CLOSED |
| رقم الانضمام: | edsair.doi...........7858d315b4a2729c5548bb3be5a2f491 |
| قاعدة البيانات: | OpenAIRE |
| تدمد: | 1573188X 03610365 |
|---|---|
| DOI: | 10.1007/s11162-016-9430-2 |