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Enrollment in computing at the college level has skyrocketed, and many institutions have responded by enacting competitive enrollment processes. However, little is known about the effects of enrollment policies on students' experiences. To identify relationships between those policies and students' experiences, we linked survey data from 1245 first-year students in 80 CS departments to a dataset of department policies. We found that competitive enrollment negatively predicts first-year students' perception of the computing department as welcoming, their sense of belonging, and their self-efficacy in computing. Both belonging and self-efficacy are known predictors of student retention in CS. In addition, these relationships are stronger for students without pre-college computing experience. Our classification of institutions as competitive is conservative, and false positives are likely. This biases our results and suggests that the negative relationships we found are an underestimation of the effects of competitive enrollment.
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This content will become publicly available on May 20, 2026
The Benefits of Socially Responsible Computing in Early Computing Courses: A Multi-Institutional Study at Primarily Undergraduate Hispanic-Serving Institutions
Background and Context. Computing is considered a fundamental skill for civic engagement, self-expression, and employment opportunity. Despite this, there exist significant equity gaps in post-secondary computing enrollment and retention. Specifically, in the California State University (CSU) system, which serves close to half a million undergraduate students, students identifying as Hispanic/Latino make up a smaller percentage of CS majors than expected from the state’s overall population; and, once enrolled, tend to leave the CS major at higher rates than other students. Purpose. We report on the impacts of a curricular intervention aimed at strengthening the sense of belonging of Hispanic/Latino students in computing, with the eventual goal of improving retention in computing majors for those students. Methods. Working in an alliance of six universities within the CSU (five of which are designated as Hispanic-Serving Institutions), we have incorporated socially responsible computing across early CS courses. We aim for alignment between our curriculum and students’ communal goal orientations, and for coursework that attends to students’ interests, values, and cultural assets. Over a two-year-long study, we collected survey data to learn about the impact of our curricular intervention on students’ sense of belonging and perceived learning and agency. Findings. We found that students generally reported high communal goal orientations and, at the campuseswithoutcompetitive enrollment policies, our intervention had a significant positive impact on students’ senses of belonging. This effect was observed between control and treatment terms as well as within treatment terms. We also note that Hispanic/Latino students were more likely than other students to report that non-curricular factors like work and family obligations interfered with their learning, and appeared to experience slightly stronger benefits from the intervention. Implications. Our data suggest positive outcomes for integrating socially responsible computing into early CS courses, especially for Hispanic/Latino students at certain Primarily Undergraduate Institutions (PUIs). Unlike much prior research, we found that conducting studies outside of Primarily White Institutions (PWIs) can provide new insights into the impact of curricular interventions on student experience and retention. Our varying results by campus suggest that factors such as campus population, acceptance rate, and departmental enrollment policies ought to also be taken into account in studies that aim to broaden participation in computing. Would results from prior research on recruitment and retention of Hispanic/Latino students or other underrepresented students look different if such studies were replicated at institutions with different demographics and enrollment policies?
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- PAR ID:
- 10638035
- Publisher / Repository:
- ACM
- Date Published:
- Journal Name:
- ACM Transactions on Computing Education
- Volume:
- 25
- Issue:
- 2
- ISSN:
- 1946-6226
- Page Range / eLocation ID:
- 1 to 24
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
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