IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0276767.html
   My bibliography  Save this article

Artificial intelligence-based analytics for impacts of COVID-19 and online learning on college students’ mental health

Author

Listed:
  • Mostafa Rezapour
  • Scott K Elmshaeuser

Abstract

COVID-19, the disease caused by the novel coronavirus (SARS-CoV-2), first emerged in Wuhan, China late in December 2019. Not long after, the virus spread worldwide and was declared a pandemic by the World Health Organization in March 2020. This caused many changes around the world and in the United States, including an educational shift towards online learning. In this paper, we seek to understand how the COVID-19 pandemic and the increase in online learning impact college students’ emotional wellbeing. We use several machine learning and statistical models to analyze data collected by the Faculty of Public Administration at the University of Ljubljana, Slovenia in conjunction with an international consortium of universities, other higher education institutions, and students’ associations. Our results indicate that features related to students’ academic life have the largest impact on their emotional wellbeing. Other important factors include students’ satisfaction with their university’s and government’s handling of the pandemic as well as students’ financial security.

Suggested Citation

  • Mostafa Rezapour & Scott K Elmshaeuser, 2022. "Artificial intelligence-based analytics for impacts of COVID-19 and online learning on college students’ mental health," PLOS ONE, Public Library of Science, vol. 17(11), pages 1-31, November.
  • Handle: RePEc:plo:pone00:0276767
    DOI: 10.1371/journal.pone.0276767
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0276767
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0276767&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0276767?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
    ---><---

    References listed on IDEAS

    as
    1. Peter Hall & J. S. Marron & Amnon Neeman, 2005. "Geometric representation of high dimension, low sample size data," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(3), pages 427-444, June.
    2. Walsemann, Katrina M. & Gee, Gilbert C. & Gentile, Danielle, 2015. "Sick of our loans: Student borrowing and the mental health of young adults in the United States," Social Science & Medicine, Elsevier, vol. 124(C), pages 85-93.
    3. Eisenberg Daniel & Golberstein Ezra & Hunt Justin B, 2009. "Mental Health and Academic Success in College," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 9(1), pages 1-37, September.
    4. Johannes Brust & Jennifer B. Erway & Roummel F. Marcia, 2017. "On solving L-SR1 trust-region subproblems," Computational Optimization and Applications, Springer, vol. 66(2), pages 245-266, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Haiyan Ji, 2025. "Psychological Analysis Using Artificial Intelligence Algorithms of Online Course Learning of College Students During COVID-19," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(1), pages 3996-4018, March.

    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. Yata, Kazuyoshi & Aoshima, Makoto, 2013. "PCA consistency for the power spiked model in high-dimensional settings," Journal of Multivariate Analysis, Elsevier, vol. 122(C), pages 334-354.
    2. Nadia Nandlall & Lisa D. Hawke & Em Hayes & Karleigh Darnay & Mardi Daley & Jacqueline Relihan & Joanna Henderson, 2022. "Learning Through a Pandemic: Youth Experiences With Remote Learning During the COVID-19 Pandemic," SAGE Open, , vol. 12(3), pages 21582440221, September.
    3. Jung, Sungkyu & Sen, Arusharka & Marron, J.S., 2012. "Boundary behavior in High Dimension, Low Sample Size asymptotics of PCA," Journal of Multivariate Analysis, Elsevier, vol. 109(C), pages 190-203.
    4. Jinhee Kim & Swarn Chatterjee, 2019. "Student Loans, Health, and Life Satisfaction of US Households: Evidence from a Panel Study," Journal of Family and Economic Issues, Springer, vol. 40(1), pages 36-50, March.
    5. Joanne M. Williams & Jillian Bradfield & Andrew Gardiner & Patricia Pendry & Laura Wauthier, 2024. "Co-Producing Paws on Campus: A Psychoeducational Dog-Facilitated Programme for University Students Experiencing Mental Health Difficulties," IJERPH, MDPI, vol. 21(8), pages 1-21, August.
    6. Wang, Shao-Hsuan & Huang, Su-Yun, 2022. "Perturbation theory for cross data matrix-based PCA," Journal of Multivariate Analysis, Elsevier, vol. 190(C).
    7. Saha, Enakshi & Sarkar, Soham & Ghosh, Anil K., 2017. "Some high-dimensional one-sample tests based on functions of interpoint distances," Journal of Multivariate Analysis, Elsevier, vol. 161(C), pages 83-95.
    8. Cong Yi & Jun Wei & Yonghe Ti & Jian-Bin Li, 2024. "Trajectories of Self-Control in Emerging Adulthood: Implications for Academic, Psychological, and Career Development among Chinese College Students," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 19(2), pages 641-664, April.
    9. Ertan Yörük, Ceren & Yörük, Barış K., 2012. "The impact of drinking on psychological well-being: Evidence from minimum drinking age laws in the United States," Social Science & Medicine, Elsevier, vol. 75(10), pages 1844-1854.
    10. Megan E. Beerse & Theresa Van Lith & Gregg D. Stanwood, 2019. "Is There a Biofeedback Response to Art Therapy? A Technology-Assisted Approach for Reducing Anxiety and Stress in College Students," SAGE Open, , vol. 9(2), pages 21582440198, May.
    11. Yugo Nakayama & Kazuyoshi Yata & Makoto Aoshima, 2020. "Bias-corrected support vector machine with Gaussian kernel in high-dimension, low-sample-size settings," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 72(5), pages 1257-1286, October.
    12. Mehic, Adrian & Olofsson, Charlotta, 2021. "Get Rich or Fail Your Exam Tryin': Gender, Socioeconomic Status and Spillover Effects of Blended Learning," Working Papers 2021:8, Lund University, Department of Economics, revised 16 Oct 2022.
    13. Ghosh, Annesha & Ghosh, Anil K. & SahaRay, Rita & Sarkar, Soham, 2025. "Classification using global and local Mahalanobis distances," Journal of Multivariate Analysis, Elsevier, vol. 207(C).
    14. Arulsamy, Karen & Delaney, Liam, 2022. "The impact of automatic enrolment on the mental health gap in pension participation: Evidence from the UK," Journal of Health Economics, Elsevier, vol. 86(C).
    15. Anger, Silke & Christoph, Bernhard & Galkiewicz, Agata & Margaryan, Shushanik & Peter, Frauke & Sandner, Malte & Siedler, Thomas, 2024. "War, international spillovers, and adolescents: Evidence from Russia's invasion of Ukraine in 2022," Journal of Economic Behavior & Organization, Elsevier, vol. 224(C), pages 181-193.
    16. Mao, Guangyu, 2018. "Testing independence in high dimensions using Kendall’s tau," Computational Statistics & Data Analysis, Elsevier, vol. 117(C), pages 128-137.
    17. Konrad T. Lisnyj & David L. Pearl & Jennifer E. McWhirter & Andrew Papadopoulos, 2021. "Exploration of Factors Affecting Post-Secondary Students’ Stress and Academic Success: Application of the Socio-Ecological Model for Health Promotion," IJERPH, MDPI, vol. 18(7), pages 1-21, April.
    18. Shin-ichi Tsukada, 2019. "High dimensional two-sample test based on the inter-point distance," Computational Statistics, Springer, vol. 34(2), pages 599-615, June.
    19. Mushonga, Dawnsha R. & Henneberger, Angela K., 2024. "The Black-White paradox of mental health in college students," Children and Youth Services Review, Elsevier, vol. 157(C).
    20. Wang, Yue & Ma, Yue, 2024. "The Impact of healthcare service program on the mental health of migrant children in eastern China: Evidence from a cluster-randomized controlled trial," 2024 Annual Meeting, July 28-30, New Orleans, LA 343823, Agricultural and Applied Economics Association.

    More about this item

    Statistics

    Access and download statistics

    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:plo:pone00:0276767. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.