Student Demographics and Graduation Rates Within Six Years
Thomas Sharpe, Senior Data Scientist - Idaho State University
April 2024
Objective and Scope
Examine the correlation between various student demographics and graduation to help identify characteristics of students that, on average, have higher or lower likelihood of finishing their bachelors degree within six years (150% of normal time).
Analysis included fall semester first-time post-secondary full-time bachelors degree-seeking students over the most recent five years of cohorts that have had six years to graduate and whether they returned to ISU the subsequent fall or not. The focus of the study revolved around student demographics including Age, Sex, Race/Ethnicity, First Generation and Pell Eligibility (proxy for income).
As many factors may contribute to graduation rates that may also be correlated with these demographics it is essential to control for the externalities that would otherwise misrepresent the ISU equity (fairness) story. As such, a multivariate logistic regression was performed to better isolate if, after controlling for a closer to complete picture of the student, differences in demographics still exists. Control variables included various characteristics about the student prior to their arrival at ISU (e.g. high school activity), financial variables (e.g. aid received), and initial ISU activity (e.g. chosen course taking behavior). See the “Variables Considered” section for more information.
Key Findings
High School GPA was a better predictor of six year graduation rates than any student demographic considered in this study. Overall differences in graduation rates between these different demographics appear to be more of a result of differing starting points, on average. For example, overall, males have lower grad rates than females. However, males start at ISU with, on average, a lower high school GPA. After controlling for high school GPA and other factors, the effect of sex was statistically insignificant. Statistically significant differences between certain demographics did exist, but with relatively small effect sizes, varied confidence intervals and sensitivity to changes in statistical modeling. A highlight of these findings can be found below:
Sex: Statistically insignificant.
Race/ethnicity: Students who are Hispanic were slightly more likely to be graduate (at 90% confidence and not significant when excluding ACT/SAT score variable in the modeling).
Age: Older students were more likely to graduate after controlling for other factors. Significant but effect size was relatively small. In addition, low sample size on older entering students is a limitation to this finding.
First generation: Statistically insignificant.
Pell eligibility: Students who were pell eligible were slightly less likely to graduate in six years
Variables Considered
The interactive tables below displays the various variables considered, how each was defined and how graduation rates varies within the variable.
Demographics
Sex
Definition: Self-reported sex from the student application
Race/Ethnicity
Definition: Self-reported race/ethnicity from the student application
Age
Definition: Age at time of entry at ISU
First Gen
Definition: Self-reported response from the FAFSA in their entry year. If no FAFSA submitted it would be unknown, which is a limitation.
Pell Eligibility
Definition: Whether the student received pell grant their first year or not.
High School Activity
For each variable considered, you can review that feature, how it related to graduation rates and also the demographics of interest for this study.
High School GPA
Definition: High school transcript GPA
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
ACT or SAT
Definition: Their best score on either the ACT or the SAT. If SAT, the score was converted to ACT using the official score crosswalk
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
Prior Dual Credit
Definition: Whether they previously attempted at dual credit class while in high school.
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
In-State or Out-of-State
Definition: Whether they originated from Idaho or not, based on their address information that first semester. Some margin of error here due to address data being tricky.
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
Financial Indicators
For each variable considered, you can review that feature, how it related to graduation rates and also the demographics of interest for this study.
Grant Aid Received
Definition: The amount of grant or scholarship aid received by the student in their first semester at ISU.
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
Loans Received
Definition: The amount of loans taken by the student in their first semester at ISU.
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
ISU Initial Activity
For each variable considered, you can review that feature, how it related to graduation rates and also the demographics of interest for this study.
Athlete
Definition: Participated in a sport at ISU their first semester at ISU
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
Living Arrangement
Definition: Paid rent for an ISU sponsered apartment the august of their first semester. Captures the pay-by-month and pay-by-semester styles of payment.
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
Online Enrollment
Definition: The delivery method of the courses they participated in during their first semester
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
Participation in Remedial Education
Definition: If they attempted a remedial-level course their first semester or not.
Graduation
Sex
Race/Ethnicity
Age
First Generation
Pell Eligibility
Major
Definition: Their declared program of study during their first semester at ISU. To avoid overfitting, only the 20 or so of the most popular majors were included in the analysis
Number of Credits
Definitions: The number of credits taken by the student. The study focused just on full-time students, but within that, students can take a varied amount of credits