a longitudinal analysis of the college transfer pathway at mcmaster
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A Longitudinal Analysis of the College Transfer Pathway at McMaster. Karen Menard Ying Liu Jin Zhang Marzena Kielar Office of Institutional Research and Analysis, McMaster University. Pathways in Higher Education Conference, Toronto, January 27, 2012. - PowerPoint PPT PresentationTRANSCRIPT
A Longitudinal Analysis of the College Transfer Pathway at McMaster
Karen MenardYing Liu
Jin ZhangMarzena Kielar
Office of Institutional Research and Analysis, McMaster University
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Pathways in Higher Education Conference, Toronto, January 27, 2012
Overview of the Literature•College transfer students are disadvantaged in terms of degree attainment. The impacting factors are:
•Cultural
•Goal of education
•Education cost
•Social economic background
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•College transfer students are more likely to be non-traditional (older, part-time, commuter)
•More likely to drop out than traditional students
•Outside environmental factors play a more significant role than to traditional students
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Overview of the Literature
•Further factors affecting college transfer students:
•Challenges: academic standards, university size, location, and competition among students
•Opportunities: faculty/staff advice, career counselling, transfer readiness, and graduation requirements
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Overview of the Literature
Research Focus
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•What are the differences between college transfer and direct entry
•What factors impact the progression of college transfer compared to direct entry
•Longitudinal perspective: factors affecting college transfer students
Methodology
•Eight cohorts of undergraduate students entering directly from high school and college (2000 - 2007)
•Each cohort followed from entrance to 2009/10
•Both time-invariant and time-variant variables are included
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Potential Impacting Factors
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– Average grade– Student loans– Student grants
Time invariant variables
Time variant variables
Demographic Distribution of Data
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Progression Status as of 2009
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Graduation by Term Distribution
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Probability of Persistence
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Direct Entry
College Transfer
What are the differences between college transfer vs. direct entry
• 2000 to 2006 cohort (followed for at least 4 years)
• 1612 from college, 28680 direct from high school
• Multinomial logistic regression model
• Dependent variable: student outcome with three nominal categorical levels: graduation, dropout, and persistence (reference level)
• Tested various models• Model: further control gender, admission average, and financial support
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(1)
Results• Students with any of following features are more likely to
graduate:
• Younger students
• Female
• Full-time
• From Ontario
• Receiving higher amount of loan
• Higher session average grade
• College transfer
• Model global test: Χ2 (LR)=14331, df=52, p<0.0001, Pseudo R2 =34.3%
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Major factors affecting college transfer students over time
•1903 from college (2000 to 2007 cohorts)
•Time variant discrete proportion hazard models
•Events: graduation and dropout, persistence as right censoring
•Dependent variable: number of registered terms
• Independent variables: all 12 variables including time variant ones
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– Average grade– Student loans– Student grants
Time invariant variables
Time variant variables
• College transfer students are more likely to drop out if they have the following features:
• Older
• Part-time
• Low session average grade
• Majored in specific areas
• When separating full-time and part-time, age does not affect part-time dropout
• Model global test: Χ2 (LR)=718, df=25, p<0.0001, Pseudo R2 =7.9%
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Results
Summary of Findings
• More college transfer students were part-time and they were older on average
• Overall graduation rate of college transfer students was lower and dropout rate was higher than direct entry students
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However
• A young college transfer student who enrolls in full-time status is as likely to graduate as a direct entry student
• Further control other variables, college transfer students are more likely to graduate than direct entry students
• College transfer students with lower grades are less likely to graduate
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Implications• Academic performance is nevertheless a very important impacting factor
• Age and registration status causes the retention issues through many mediating factors
• Ensure the appropriate institutional supports (student services, academic, etc) for university
• Policies need to support program transfers and collaborative programs
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Thank You
•A Modeling Degree Attainment of College Transfer Students at a Four-year Canadian Institution Abstract is available upon request
•Email: [email protected]
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