Award Abstract # 2137317
Collaborative Research: BPC-AE: STARS: Catalyzing Action-Oriented Academic Communities for Broadening Participation in Computing

NSF Org: CCF
Division of Computing and Communication Foundations
Recipient: NORTH CAROLINA STATE UNIVERSITY
Initial Amendment Date: August 26, 2021
Latest Amendment Date: February 29, 2024
Award Number: 2137317
Award Instrument: Continuing Grant
Program Manager: Subrata Acharya
acharyas@nsf.gov
 (703)292-2451
CCF
 Division of Computing and Communication Foundations
CSE
 Directorate for Computer and Information Science and Engineering
Start Date: October 1, 2021
End Date: December 31, 2024 (Estimated)
Total Intended Award Amount: $652,289.00
Total Awarded Amount to Date: $652,289.00
Funds Obligated to Date: FY 2021 = $430,098.00
FY 2022 = $222,191.00
History of Investigator:
  • Tiffany Barnes (Principal Investigator)
    tiffany.barnes@gmail.com
  • Veronica Catete (Co-Principal Investigator)
Recipient Sponsored Research Office: North Carolina State University
2601 WOLF VILLAGE WAY
RALEIGH
NC  US  27695-0001
(919)515-2444
Sponsor Congressional District: 02
Primary Place of Performance: North Carolina State University
890 Oval Dr. Box 8206
Raleigh
NC  US  27695-8206
Primary Place of Performance
Congressional District:
02
Unique Entity Identifier (UEI): U3NVH931QJJ3
Parent UEI: U3NVH931QJJ3
NSF Program(s): CISE Education and Workforce
Primary Program Source: 01002122DB NSF RESEARCH & RELATED ACTIVIT
01002223DB NSF RESEARCH & RELATED ACTIVIT

01002324DB NSF RESEARCH & RELATED ACTIVIT
Program Reference Code(s): 7482, 9102
Program Element Code(s): 055Y00
Award Agency Code: 4900
Fund Agency Code: 4900
Assistance Listing Number(s): 47.070

ABSTRACT

It is critical to address the longstanding issue of underrepresentation of women, Black, and Hispanic students in computing degree programs to provide an equitable foundation for all to participate in our society and the global economy as controllers and creators of technology, and to advance the preparation of a diverse, innovative, and competitive tech workforce. Building on the prior success of the STARS Computing Corps Alliance for Broadening Participation in Computing, the goal of the STARS Catalyst project is to: 1) increase the number of women, Black, and Hispanic students that persist in computing degree programs, and 2) advance the careers of students and faculty from groups that have been historically underrepresented in computing. Through research and evaluation around STARS Catalyst activities, this project will advance knowledge about practices designed to increase persistence and support career advancement in computing for college computing students and faculty, particularly for those from underrepresented and intersectional groups in computing. The STARS Catalyst Alliance is a collaborative effort across Temple University, North Carolina State, Kent State, Florida State University, Morgan State, and University of North Carolina Charlotte.

The STARS Computing Corps Alliance for Broadening Participation in Computing (BPC) engages computing faculty and students at colleges, universities, and community colleges in a community of practice with a shared commitment to take action to advance diversity, equity, and inclusion in computing. STARS Computing Corps conferences, communities, and networks create significant institutional and human resources that can expand BPC research to a larger audience of researchers, educators, administrators, CS departments, and K-20 students, and can dramatically increase the number of people taking action in BPC efforts. Prior results show that the STARS Computing Corps alliance increases intentions to persist in computing among STARS students and faculty, with enhanced outcomes for Black students and faculty. This project will significantly extend the STARS alliance to expand upon those impacts, by 1) including new partners that expand the reach of STARS and that emphasize participation of Black and Hispanic students and faculty, particularly from emerging Hispanic Serving Institutions and community colleges, 2) creating new program elements that test new and propagate evidence-based BPC practices within computing departments, and 3) leveraging partnerships to support identity-focused affinity groups, and 4) developing STARS Alumni groups employed in industry positions to promote transition to and retention within the tech workforce. Extensions to the STARS Leadership Corps program, STARS Launch program, and the STARS Celebration conference will serve to develop and propagate evidence-based approaches aimed at improving the teaching and learning of computing for Black and Hispanic students and build evidence of their effectiveness, and the RESPECT research conference will continue to advance peer-reviewed BPC scholarship.

This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.

PUBLICATIONS PRODUCED AS A RESULT OF THIS RESEARCH

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Crews, Haley and Barnes, Tiffany and Pollock, Josh and Fisk, Susan and Payton, Jamie and McKlin, Tom and Rorrer, Audrey and Harred, Rachel and Cateté, Veronica "Investigating Impacts of STARS Program Components on Persistence in Computing for Black and White College Students" , 2022 https://doi.org/10.1109/RESPECT55273.2022.00013 Citation Details
Dillon, Edward and Gosha, Kinnis and Williams, Krystal L and Porter_III, John J and Smith, Portia "Inclusive Technical Interview Prep Initiative to Increase Academic Awareness at a Larger Scale" , 2024 https://doi.org/10.1109/BICE60192.2024.00034 Citation Details
Dillon, Edward and Gosha, Kinnis and Williams, Krystal L and Porter, John J and Smith, Portia "WIP: Technical Interview Preparation Initiative: Promoting Faculty Awareness and Intervention with Computing Majors" , 2024 https://doi.org/10.1109/FIE61694.2024.10893546 Citation Details
Fisk, Susan R and Watts, Brittany and Dress, Courtney and Lee, Charlotte and Rorrer, Audrey and McKlin, Tom and Barnes, Tiffany and Payton, Jamie "Retaining Black Women in Computing: A Comparative Analysis of Interventions for Computing Persistence" ACM Transactions on Computing Education , v.24 , 2024 https://doi.org/10.1145/3635313 Citation Details
Lunn, Stephanie and Dillon, Edward and Sadid, Zubayer Ahmed "Educational Expertise: Faculty Insights on Preparing Computing Students to Navigate Technical Interviews" , 2024 https://doi.org/10.18260/1-2--47215 Citation Details
McKlin, Tom and Thompson, Clarissa and Fisk, Susan and Rorrer, Audrey and Barnes, Tiffany "Exposing Oversights in the Collection, Analysis, and Reporting of Demographic Data" , 2023 https://doi.org/10.1109/RESPECT60069.2023.00012 Citation Details
Melton, Madison and Rorrer, Audrey "A History of BPC: Lessons from Our Past Informing Our Future Directions" , 2024 https://doi.org/10.1145/3626252.3630763 Citation Details
Wyatt, Lauren Gabrielle and Fisk, Susan Rebecca and Thompson, Clarissa and Payton, Jamie and Cateté, Veronica and Rorrer, Audrey Smith and Barnes, Tiffany and McKlin, Tom "Multi-Pronged Pedagogical Approaches to Broaden Participation in Computing and Increase Students' Computing Persistence: A Robustness Analysis of the STARS Computing Corps' Impact on Students' Intentions to Persist in Computing" , 2024 https://doi.org/10.1145/3626252.3630895 Citation Details

PROJECT OUTCOMES REPORT

Disclaimer

This Project Outcomes Report for the General Public is displayed verbatim as submitted by the Principal Investigator (PI) for this award. Any opinions, findings, and conclusions or recommendations expressed in this Report are those of the PI and do not necessarily reflect the views of the National Science Foundation; NSF has not approved or endorsed its content.

The STARS Catalyst project advanced the engagement, persistence, and careers of computing college students and faculty through national programs: the STARS Leadership Corps service-learning program; the annual STARS Celebration conference which inspires action to improve computing education, and the annual RESPECT conference to expand the academic community and scholarship; the STARS Research program; and the Workforce Preparation and Tech Entrepreneurship programs.

Intellectual Merit
This project funded research that advanced our understanding of contributing factors to college students’ persistence in computing degrees and careers. It focused on three areas: 1) evaluating interventions to support persistence, 2) exploring psychosocial factors linked to persistence, and 3) assessing the STARS Computing Corps.

Interventions: We found that career awareness, confidence, and skill development were interventions that strongly predicted students’ intentions to persist in computing, and that career awareness and faculty mentorship were important (Fisk et al., 2024). We studied the effects of a self-assessment intervention (consisting of two automated emails), and found evidence that it brought more students into computing by doubling the likelihood that top-performing, non-major students took another computing course, added on CS as a minor, and applied to be TAs (Fisk et al., 2025). 

Psychosocial Factors: We found evidence that faculty relationships are more predictive of students’ self-efficacy, belonging, and persistence intentions than peer relationships (Wyatt et al., 2025; Dress et al., 2025). Professional Role Confidence (PRC)—belief in one’s fit in a computing career—was a stronger predictor of persistence than grades or technical self-assessments (Dress et al., 2025). Additional research explored how gender, self-efficacy, programming anxiety, and belonging shape computing aspirations (McGill et al., 2025); differences between Black students at PWIs vs. HBCUs (Laffredi et al., 2025); and how social-psychological processes influence occupational segregation (Fisk et al., 2025). We also published best practices for using participant data in BPC research (McKlin et al., 2023). These findings guide future efforts to broaden participation in computing by highlighting which psychosocial factors and relationships best support persistence.

STARS Computing Corps: Our research found that, after controlling for initial intent, weekly time spent on STARS activities predicted stronger intentions to persist in computing (Wyatt et al., 2024). Qualitative interviews with STARS alumni revealed that participation improved both technical and soft skills, increased belonging and self-efficacy, and fostered a “Pay it Forward” ethos that influenced their professional lives.

Broader Impacts

The STARS Computing Corps alliance serves as a national resource to improve computing education and research. STARS conferences, communities, and networks create significant institutional and human resources to improve computing education. In particular, the college STARS Leadership Corps program and the annual STARS Celebration conference propagate evidence-based approaches, and the annual RESPECT research conference advances peer-reviewed scholarship. 


This project supported the STARS Leadership Corps (SLC) program to engage over 53 faculty and staff and 504 college students from 45 institutions across the U.S. from 2022-2024. In this SLC program, students lead service-learning projects with the support and guidance of a STARS faculty leader. STARS faculty/staff leaders attend monthly webinars to learn how to lead their SLC cohorts and share progress. STARS also facilitated national Brain Trust webinars accessible to faculty/staff and students to learn more about national opportunities and computing careers.


This project supported the annual STARS Celebration conference that propagates evidence-based approaches to effective computing education, provides academic and professional development, and extends professional networks. From 2022-2024, 364 faculty, staff, and students attended the STARS Celebration, with many presenting posters and talks.

The RESPECT research conference has developed leadership, community, and peer-reviewed scholarship on broadening participation in computing, with over 500 attendees from 2022-2024. The number of authors submitting research papers to the RESPECT conference from 2022-2024 has ranged from 232 to 407 authors, and each year the conference has produced peer reviewed proceedings. In 2022 and 2023, RESPECT was technically sponsored by IEEE and in 2024, RESPECT became an ACM SIGCSE conference, reflecting the importance of RESPECT in contributing to to research knowledge on computing education.

The STARS Research Toolkit provides resources for faculty, college students, and K12 teachers to investigate the impact of computing education innovations, including tools for data collection and analysis, partnership development, research and communication strategies, as well as lesson plans for integration of computational thinking into standard K12 courses. The STARS Research program engaged three STARS Scholars in interdisciplinary research including integration of AI and science into elementary education, and studying K12 teacher learning, and prepared 27 STARS Research Assistants to help lead and evaluate their local STARS Leadership Corps impacts. 

The Tech Entrepreneurship program provided quarterly webinars for 25 participants with practical advice, connections, and motivation from successful entrepreneurs to bring their innovations to market. The Workforce Preparation program prepared faculty to integrate workforce practices into their standard computing courses, and resulted in three publications.

 


Last Modified: 04/25/2025
Modified by: Tiffany Michelle Barnes

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