IDEAS home Printed from https://ideas.repec.org/a/spr/reihed/v66y2025i3d10.1007_s11162-025-09839-5.html
   My bibliography  Save this article

Class Size and Student Academic and Behavioral Performance in College Synchronous Online Courses

Author

Listed:
  • Xuehan Zhou

    (Peking University)

  • Liping Ma

    (Peking University)

  • Shangcong Bu

    (Fudan University)

  • Wei Ha

    (Peking University)

Abstract

This paper examines the effect of class size on student’s academic and behavioral performance in synchronous online courses, utilizing student-level administrative data and website clickstream data from a research university in China. By examining variations in class sizes within students but across classes, we revealed a significant negative effect of class size on students’ course grades and satisfaction. Notably, reduced class interaction opportunities, rather than class attendance, emerged as the most robust channel through which these negative effects manifest. Our analysis also examined the non-linear impacts of class size, revealing pronounced negative effects on course grades in larger classes, particularly those with very high student counts. The decline in course satisfaction was most pronounced when class sizes increased from 2–15 to 16–24 students. Additionally, there was a noticeable decrease in class attendance as class sizes increased from 16–24 to 25–55 students and a further decline when class sizes increased from 25–55 to 56 or more students. The study also found that larger class sizes, especially those with very high student counts, were associated with reduced class interaction.

Suggested Citation

  • Xuehan Zhou & Liping Ma & Shangcong Bu & Wei Ha, 2025. "Class Size and Student Academic and Behavioral Performance in College Synchronous Online Courses," Research in Higher Education, Springer;Association for Institutional Research, vol. 66(3), pages 1-33, May.
  • Handle: RePEc:spr:reihed:v:66:y:2025:i:3:d:10.1007_s11162-025-09839-5
    DOI: 10.1007/s11162-025-09839-5
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11162-025-09839-5
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11162-025-09839-5?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Alessio Gaggero & Getinet Haile, 2020. "Does class size matter in postgraduate education?," Manchester School, University of Manchester, vol. 88(3), pages 489-505, June.
    2. Edwin Leuven & Hessel Oosterbeek & Marte Rønning, 2008. "Quasi‐experimental Estimates of the Effect of Class Size on Achievement in Norway," Scandinavian Journal of Economics, Wiley Blackwell, vol. 110(4), pages 663-693, December.
    3. Ha, Wei & Ma, Liping & Cao, Yulian & Feng, Qinxue & Bu, Shangcong, 2024. "The effects of class attendance on academic performance: Evidence from synchronous courses during Covid-19 at a Chinese research university," International Journal of Educational Development, Elsevier, vol. 104(C).
    4. Giacomo De Giorgi & Michele Pellizzari & William Gui Woolston, 2012. "Class Size And Class Heterogeneity," Journal of the European Economic Association, European Economic Association, vol. 10(4), pages 795-830, August.
    5. Susan Dynarski & Joshua Hyman & Diane Whitmore Schanzenbach, 2013. "Experimental Evidence on the Effect of Childhood Investments on Postsecondary Attainment and Degree Completion," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 32(4), pages 692-717, September.
    6. Cheng, Dorothy A., 2011. "Effects of class size on alternative educational outcomes across disciplines," Economics of Education Review, Elsevier, vol. 30(5), pages 980-990, October.
    7. Oriana Bandiera & Valentino Larcinese & Imran Rasul, 2010. "Heterogeneous Class Size Effects: New Evidence from a Panel of University Students," Economic Journal, Royal Economic Society, vol. 120(549), pages 1365-1398, December.
    8. Kara, Elif & Tonin, Mirco & Vlassopoulos, Michael, 2021. "Class size effects in higher education: Differences across STEM and non-STEM fields," Economics of Education Review, Elsevier, vol. 82(C).
    9. Sapelli, Claudio & Illanes, Gastón, 2016. "Class size and teacher effects in higher education," Economics of Education Review, Elsevier, vol. 52(C), pages 19-28.
    10. Bettinger, Eric & Doss, Christopher & Loeb, Susanna & Rogers, Aaron & Taylor, Eric, 2017. "The effects of class size in online college courses: Experimental evidence," Economics of Education Review, Elsevier, vol. 58(C), pages 68-85.
    11. Bedard, Kelly & Kuhn, Peter, 2008. "Where class size really matters: Class size and student ratings of instructor effectiveness," Economics of Education Review, Elsevier, vol. 27(3), pages 253-265, June.
    12. Caroline M. Hoxby, 2000. "The Effects of Class Size on Student Achievement: New Evidence from Population Variation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1239-1285.
    13. Mandel, Philipp & Süssmuth, Bernd, 2011. "Size matters. The relevance and Hicksian surplus of preferred college class size," Economics of Education Review, Elsevier, vol. 30(5), pages 1073-1084, October.
    14. Edward P. Lazear, 2001. "Educational Production," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(3), pages 777-803.
    15. Ma, Liping & Ha, Wei & Cao, Yulian, 2024. "College peer effects on learning behaviors in synchronous online courses," China Economic Review, Elsevier, vol. 86(C).
    16. repec:eme:mrn000:01409170410784310 is not listed on IDEAS
    17. Monks James & Schmidt Robert M., 2011. "The Impact of Class Size on Outcomes in Higher Education," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-19, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kara, Elif & Tonin, Mirco & Vlassopoulos, Michael, 2021. "Class size effects in higher education: Differences across STEM and non-STEM fields," Economics of Education Review, Elsevier, vol. 82(C).
    2. Alexei Karas, 2021. "The effect of class size on grades and course evaluations: Evidence from multisection courses," Bulletin of Economic Research, Wiley Blackwell, vol. 73(4), pages 624-642, October.
    3. Eric P. Bettinger & Bridget Terry Long, 2018. "Mass Instruction or Higher Learning? The Impact of College Class Size on Student Retention and Graduation," Education Finance and Policy, MIT Press, vol. 13(1), pages 97-118, Winter.
    4. Bettinger, Eric & Doss, Christopher & Loeb, Susanna & Rogers, Aaron & Taylor, Eric, 2017. "The effects of class size in online college courses: Experimental evidence," Economics of Education Review, Elsevier, vol. 58(C), pages 68-85.
    5. Maria De Paola & Vincenzo Scoppa, 2011. "The Effects Of Class Size On The Achievement Of College Students," Manchester School, University of Manchester, vol. 79(6), pages 1061-1079, December.
    6. Graham McKee & Katharine Sims & Steven Rivkin, 2015. "Disruption, learning, and the heterogeneous benefits of smaller classes," Empirical Economics, Springer, vol. 48(3), pages 1267-1286, May.
    7. Alessio Gaggero & Getinet Haile, 2020. "Does class size matter in postgraduate education?," Manchester School, University of Manchester, vol. 88(3), pages 489-505, June.
    8. Peter Fredriksson & Björn Öckert & Hessel Oosterbeek, 2013. "Long-Term Effects of Class Size," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 249-285.
    9. Torberg Falch & Astrid Marie Jorde Sandsør & Bjarne Strøm, 2017. "Do Smaller Classes Always Improve Students’ Long-run Outcomes?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(5), pages 654-688, October.
    10. Tisha L. N. Emerson & Linda K. English & KimMarie McGoldrick, 2018. "The High Costs of Large Enrollment Classes: Can Cooperative Learning Help?," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 44(3), pages 455-474, June.
    11. Hægeland, Torbjørn & Raaum, Oddbjørn & Salvanes, Kjell G., 2012. "Pennies from heaven? Using exogenous tax variation to identify effects of school resources on pupil achievement," Economics of Education Review, Elsevier, vol. 31(5), pages 601-614.
    12. Arulampalam, Wiji & Naylor, Robin A. & Smith, Jeremy, 2012. "Am I missing something? The effects of absence from class on student performance," Economics of Education Review, Elsevier, vol. 31(4), pages 363-375.
    13. Kedagni, Desire & Krishna, Kala & Megalokonomou, Rigissa & Zhao, Yingyan, 2021. "Does class size matter? How, and at what cost?," European Economic Review, Elsevier, vol. 133(C).
    14. Emerson, Tisha L.N. & McGoldrick, KimMarie & Wagner, Jamie, 2023. "Decomposing a pre- post-test outcome to measure the effect of cooperative learning on student achievement," International Review of Economics Education, Elsevier, vol. 44(C).
    15. Hojo, Masakazu, 2013. "Class-size effects in Japanese schools: A spline regression approach," Economics Letters, Elsevier, vol. 120(3), pages 583-587.
    16. Harding, Matthew & Lamarche, Carlos, 2014. "Estimating and testing a quantile regression model with interactive effects," Journal of Econometrics, Elsevier, vol. 178(P1), pages 101-113.
    17. Cheng, Dorothy A., 2011. "Effects of class size on alternative educational outcomes across disciplines," Economics of Education Review, Elsevier, vol. 30(5), pages 980-990, October.
    18. Michael Gove, 2019. "Student engagement and larger class enrollments: evidence from a growing mid-sized university," Economics Bulletin, AccessEcon, vol. 39(4), pages 2550-2565.
    19. Birkenfeld, Florian, 2008. "Kleine Klassen und gute Luft: Warum sind die Grundschulen auf dem Land besser?," Passauer Diskussionspapiere, Volkswirtschaftliche Reihe V-56-08, University of Passau, Faculty of Business and Economics.
    20. Maria De Paola & Michela Ponzo & Vincenzo Scoppa, 2013. "Class size effects on student achievement: heterogeneity across abilities and fields," Education Economics, Taylor & Francis Journals, vol. 21(2), pages 135-153, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:reihed:v:66:y:2025:i:3:d:10.1007_s11162-025-09839-5. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.