2023
DOI: 10.1002/cae.22624
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SPOC online video learning clustering analysis: Identifying learners' group behavior characteristics

Abstract: With the widespread of Small Private Online Courses (SPOC) in colleges and universities, course organizers who provide high-quality personalized course activities need to understand learners' learning status and characteristics, and then optimize the course teaching. However, little research has been done on different learners' group behavior characteristics, such as which indicators can reflect learner groups' behavior, and what are the typical behavior characteristics of different learner groups. In this wor… Show more

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Cited by 2 publications
(8 citation statements)
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“…Among the 27 papers screened since 2018-2023, 2 articles considered SPOC as a curricular tool that can enable deep learning, exploring the difficulties and crises encountered by SPOC in deep learning practice, but without giving specific recommendations Dong & Zeng, 2020); 18 papers focused on exploring 18 articles focus on exploring suggestions and measures for SPOC to facilitate deep learning An & Qu, 2021;Yang et al, 2019;Filius, 2019;Chen & Chen, 2019;Li et al, 2023;Liu, 2020;Filius & Uijl, 2021;Gan et al al., 2022), such as the development of SPOC courses (An & Qu, 2021), or enhancing learning through peer feedback ; eight papers focused on examining the role and effectiveness of SPOC for deep learning (Bin & Ahmad, 2022;Kang & He, 2018;Zhang et al, 2019;Ning et al, 2021;Chen et al, 2021;Ma, 2021;Shang, 2022). Moreover, most studies conducted on SPOC and deep learning are empirical.…”
Section: Item Of Data Sourcementioning
confidence: 99%
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“…Among the 27 papers screened since 2018-2023, 2 articles considered SPOC as a curricular tool that can enable deep learning, exploring the difficulties and crises encountered by SPOC in deep learning practice, but without giving specific recommendations Dong & Zeng, 2020); 18 papers focused on exploring 18 articles focus on exploring suggestions and measures for SPOC to facilitate deep learning An & Qu, 2021;Yang et al, 2019;Filius, 2019;Chen & Chen, 2019;Li et al, 2023;Liu, 2020;Filius & Uijl, 2021;Gan et al al., 2022), such as the development of SPOC courses (An & Qu, 2021), or enhancing learning through peer feedback ; eight papers focused on examining the role and effectiveness of SPOC for deep learning (Bin & Ahmad, 2022;Kang & He, 2018;Zhang et al, 2019;Ning et al, 2021;Chen et al, 2021;Ma, 2021;Shang, 2022). Moreover, most studies conducted on SPOC and deep learning are empirical.…”
Section: Item Of Data Sourcementioning
confidence: 99%
“…Moreover, most studies conducted on SPOC and deep learning are empirical. Among them, interview method Ma, 2021;Hadad et al, 2021); questionnaire analysis Gan & Zhang, 2020); Bin & Ahmad, 2022;Zhang et al, 2019;Li et al, 2023;Ning et al, 2021), experimental method (Yang et al, 2020), and case method Kang & He, 2018;Dong & Zeng, 2020) as the primary research methods.…”
Section: Item Of Data Sourcementioning
confidence: 99%
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