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Attitude and Performance for Online Learning during COVID-19 Pandemic: A Meta-Analytic Evidence

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  • Xuerong Liu

    (School of Psychology, Third Military Medical University, Chongqing 400038, China
    Experimental Research Center for Medical and Psychological Science (ERC-MPS), Third Military Medical University, Chongqing 400038, China
    These authors contributed equally to this work.)

  • Zheng Gong

    (School of Psychology, Third Military Medical University, Chongqing 400038, China)

  • Kuan Miao

    (School of Psychology, Third Military Medical University, Chongqing 400038, China
    Experimental Research Center for Medical and Psychological Science (ERC-MPS), Third Military Medical University, Chongqing 400038, China
    These authors contributed equally to this work.)

  • Peiyi Yang

    (School of Psychology, Third Military Medical University, Chongqing 400038, China)

  • Hongli Liu

    (School of Psychology, Third Military Medical University, Chongqing 400038, China)

  • Zhengzhi Feng

    (School of Psychology, Third Military Medical University, Chongqing 400038, China
    Experimental Research Center for Medical and Psychological Science (ERC-MPS), Third Military Medical University, Chongqing 400038, China)

  • Zhiyi Chen

    (School of Psychology, Third Military Medical University, Chongqing 400038, China
    Experimental Research Center for Medical and Psychological Science (ERC-MPS), Third Military Medical University, Chongqing 400038, China)

Abstract

The COVID-19 pandemic prominently hit almost all the aspects of our life, especially in routine education. For public health security, online learning has to be enforced to replace classroom learning. Thus, it is a priority to clarify how these changes impacted students. We built a random-effect model of a meta-analysis to pool individual effect sizes for published articles concerning the attitudes and performance towards online learning. Databases included Google Scholar, PubMed and (Chinese) CNKI repository. Further, a moderated analysis and meta-regression were further used to clarify potential heterogenous factors impacting this pooled effect. Forty published papers (n = 98,558) were screened that were eligible for formal analysis. Meta-analytic results demonstrated that 13.3% (95% CI: 10.0–17.5) of students possessed negative attitudes towards online learning during the COVID-19 pandemic. A total of 12.7% (95% CI: 9.6–16.8) students were found to report poor performance in online learning. Moderated analysis revealed poor performance in online learning in the early pandemic ( p = 0.006). Results for the meta-regression analysis showed that negative attitudes could predict poor learning performance significantly ( p = 0.026). In conclusion, online learning that is caused by COVID-19 pandemic may have brought about negative learning attitudes and poorer learning performance compared to classroom learning, especially in the early pandemic.

Suggested Citation

  • Xuerong Liu & Zheng Gong & Kuan Miao & Peiyi Yang & Hongli Liu & Zhengzhi Feng & Zhiyi Chen, 2022. "Attitude and Performance for Online Learning during COVID-19 Pandemic: A Meta-Analytic Evidence," IJERPH, MDPI, vol. 19(19), pages 1-14, October.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:19:p:12967-:d:937937
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    References listed on IDEAS

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    1. Fernando Ferri & Patrizia Grifoni & Tiziana Guzzo, 2020. "Online Learning and Emergency Remote Teaching: Opportunities and Challenges in Emergency Situations," Societies, MDPI, vol. 10(4), pages 1-18, November.
    2. Qazi, Atika & Naseer, Khulla & Qazi, Javaria & AlSalman, Hussain & Naseem, Usman & Yang, Shuiqing & Hardaker, Glenn & Gumaei, Abdu, 2020. "Conventional to online education during COVID-19 pandemic: Do develop and underdeveloped nations cope alike," Children and Youth Services Review, Elsevier, vol. 119(C).
    3. Tea Pavin Ivanec, 2022. "The Lack of Academic Social Interactions and Students’ Learning Difficulties during COVID-19 Faculty Lockdowns in Croatia: The Mediating Role of the Perceived Sense of Life Disruption Caused by the Pa," Social Sciences, MDPI, vol. 11(2), pages 1-11, January.
    4. Bacher-Hicks, Andrew & Goodman, Joshua & Mulhern, Christine, 2021. "Inequality in household adaptation to schooling shocks: Covid-induced online learning engagement in real time," Journal of Public Economics, Elsevier, vol. 193(C).
    5. Chia-Yu Liu & Hung-Ling Chen, 2020. "Effects of peer learning on learning performance, motivation, and attitude," International Journal of Education Economics and Development, Inderscience Enterprises Ltd, vol. 11(4), pages 420-443.
    6. Maqableh, Mahmoud & Alia, Mohammad, 2021. "Evaluation online learning of undergraduate students under lockdown amidst COVID-19 Pandemic: The online learning experience and students’ satisfaction," Children and Youth Services Review, Elsevier, vol. 128(C).
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