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Using BCSSE and NSSE Data to Inform Predictions and Improvements at Southern Connecticut State

Dec 8, 2026

Every year since its inauguration in 2007, the Beginning College Survey of Student Engagement (BCSSE) has been administered at Southern Connecticut State University during orientation, and the institution has been pushing the boundaries of how colleges and universities use BCSSE data. As part of the First-Year Experience (FYE) Program, all incoming students are enrolled in a seminar that promotes their academic habits of mind, research skills, and preparedness for more advanced coursework. This seminar extends students’ orientation into the future and guides them in developing action steps in the here-and-now to achieve their desired futures.

Prior to the first day of classes, the FYE seminar instructors receive a BCSSE Student Advising Report for each student, which provides individualized information regarding a student’s commitment to the institution, expected academic difficulty, and self-perception of academic preparation for college. When guiding faculty on how to use this information to gauge a student’s confidence and needs, the Office of Assessment and Planning emphasizes that, rather than spelling out a student’s destiny, BCSSE data provide a roadmap on how best to support the student during this crucial transition. At Southern Connecticut State University, the focus is on that which is amenable to change rather than unchangeable demographic characteristics and prior learning.

The Student Success Task Force, chaired by the Dean of the School of Arts and Sciences and the Vice President for Student Affairs, used BCSSE data along with other sources of data in predictive modeling to identify the most important predictors of student academic learning, persistence, and graduation outcomes. Of the information collected by BCSSE, the item “Do you expect to graduate from this institution?” was a significant predictor; not surprisingly, students who responded “Uncertain” were less likely to be retained compared with students who answered in the affirmative. Other important predictors included students’ expected difficulty with time management; preparedness to speak clearly and effectively; and frequency of talking with a counselor, teacher, or other staff member about university or career plans.

More than this, the results of the predictive models using BCSSE data indicated that student success is all about relationships. The Student Success Task Force’s recommendations led to the creation of the Academic Success Center and the modification of academic programs, policies, and instruction as part of a drive to advance a culture of student-centeredness at the university. Specifically to help students plan for the cost of education and manage their financial obligations, a new position was created: Coordinator of Student Financial Literacy and Advising.

BCSSE and NSSE data have been used at Southern Connecticut State University in numerous other ways as well. For example, using data from NSSE’s Academic Advising Topical Module (along with other sources of information) to identify issues with the campus’s advising practices, the institution implemented the Education Advisory Board’s Student Success Collaborative advising platform, and university staff continue to use data from the advising module to evaluate this initiative. Additionally, analysis of BCSSE and NSSE data trends conducted by the Office of Assessment and Planning underscored the importance of paying attention to the specific needs of students who are the first in their families to attend college.

One outcome from this analysis was the implementation of a special High-Impact Practice offering, First-Generation College Student Living and Learning Communities, whose students are enrolled together in focused FYE seminars and live together in dorms and with staff members who themselves had been first-generation college students. This program has had real success. First-generation students who participated in this High-Impact Practice had the highest score on the NSSE item measuring students’ overall evaluation of their entire educational experience at the institution, and they were almost 10% more likely than their nonparticipating counterparts to persist at the institution.

Southern Connecticut State University is currently considering the factors that promote and impede on-time graduation. The most important predictors of on-time graduation include the characteristics of the students’ incoming profile, the students’ goal-directed activities, their confidence that they would seek and identify additional resources to better understand course-related materials, and their expected difficulty in getting help if they are struggling with coursework. Results from BCSSE and NSSE can provide data illuminating these predictors.

Overall, BCSSE and NSSE results inform important conversations at Southern Connecticut State University about the most effective ways to promote students’ learning and development. Infographics depicting key survey findings and important predictors of student success are used to spark discussions during meetings. BCSSE and NSSE data highlight areas in which the university has scored higher than its peer institutions—particularly in the Discussions with Diverse Others and Student-Faculty Interaction Engagement Indicators—and the data also identify areas in need of improvement. BCSSE and NSSE results contribute to the university’s data-driven process of educational change and, in response, the university changes the way it works on behalf of students.

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