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Math Sorting: Unintended Consequences of Developmental Education Reforms in Community Colleges

Author

Listed:
  • Soumya Mishra

    (USC Rossier School of Education)

  • Elise Swanson

    (Center for Education Policy Research at Harvard University)

  • Elif Yucel

    (USC Rossier School of Education)

  • Federick Ngo

    (University of Nevada)

  • Tatiana Melguizo

    (USC Rossier School of Education)

  • Cheryl Ching

    (Independent Researcher)

Abstract

Beginning in 2019, California community colleges were required to use multiple measures to determine students’ placement into initial math courses. Community colleges also created structured BSTEM and liberal arts (SLAM) math pathways beginning in 2017. This contemporaneous implementation could reproduce racialized stratification in math course-taking. This study analyzes changes in math course-taking between Fall 2017 and Summer 2021 using multinomial logistic regression. We find that after the reforms, fewer students across racial/ethnic groups took developmental math and more students attempted SLAM and BSTEM math in the first year of enrollment. Students of color were more likely to take SLAM math and slightly less likely to take BSTEM math, even among academically prepared students. We find some evidence of racial tracking in the steeper increase in SLAM course-taking among Latina/o/x students compared to other racial/ethnic groups. We discuss implications for future policy and practice given these results.

Suggested Citation

  • Soumya Mishra & Elise Swanson & Elif Yucel & Federick Ngo & Tatiana Melguizo & Cheryl Ching, 2025. "Math Sorting: Unintended Consequences of Developmental Education Reforms in Community Colleges," Research in Higher Education, Springer;Association for Institutional Research, vol. 66(2), pages 1-29, March.
  • Handle: RePEc:spr:reihed:v:66:y:2025:i:2:d:10.1007_s11162-025-09834-w
    DOI: 10.1007/s11162-025-09834-w
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    References listed on IDEAS

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    1. Stratton, Leslie S. & O'Toole, Dennis M. & Wetzel, James N., 2008. "A multinomial logit model of college stopout and dropout behavior," Economics of Education Review, Elsevier, vol. 27(3), pages 319-331, June.
    2. Toby Park & Chenoa S. Woods & Shouping Hu & Tamara Bertrand Jones & David Tandberg, 2018. "What Happens to Underprepared First-Time-in-College Students When Developmental Education is Optional? The Case of Developmental Math and Intermediate Algebra in the First Semester," The Journal of Higher Education, Taylor & Francis Journals, vol. 89(3), pages 318-340, May.
    3. Bailey, Thomas & Jeong, Dong Wook & Cho, Sung-Woo, 2010. "Referral, enrollment, and completion in developmental education sequences in community colleges," Economics of Education Review, Elsevier, vol. 29(2), pages 255-270, April.
    4. Paul Attewell & David Lavin & Thurston Domina & Tania Levey, 2006. "New Evidence on College Remediation," The Journal of Higher Education, Taylor & Francis Journals, vol. 77(5), pages 886-924, September.
    5. Elizabeth S. Park & Federick Ngo & Tatiana Melguizo, 2021. "The Role of Math Misalignment in the Community College STEM Pathway," Research in Higher Education, Springer;Association for Institutional Research, vol. 62(4), pages 403-447, June.
    6. Peter Riley Bahr & Grant Jackson & Jon McNaughtan & Meghan Oster & Jillian Gross, 2017. "Unrealized Potential: Community College Pathways to STEM Baccalaureate Degrees," The Journal of Higher Education, Taylor & Francis Journals, vol. 88(3), pages 430-478, May.
    7. Akiva Yonah Meiselman & Lauren Schudde, 2022. "The Impact of Corequisite Math on Community College Student Outcomes: Evidence from Texas," Education Finance and Policy, MIT Press, vol. 17(4), pages 719-744, Fall.
    8. J. Scott Long & Jeremy Freese, 2006. "Regression Models for Categorical Dependent Variables using Stata, 2nd Edition," Stata Press books, StataCorp LLC, edition 2, number long2, December.
    9. Anh Ngoc Nguyen & Jim Taylor, 2003. "Post-high school choices: New evidence from a multinomial logit model," Journal of Population Economics, Springer;European Society for Population Economics, vol. 16(2), pages 287-306, May.
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