Evaluation of Online Log Variables That Estimate Learners' Time Management in a Korean Online Learning Context

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Title: Evaluation of Online Log Variables That Estimate Learners' Time Management in a Korean Online Learning Context
Language: English
Authors: Jo, Il-Hyun, Park, Yeonjeong, Yoon, Meehyun, Sung, Hanall
Source: International Review of Research in Open and Distributed Learning. Jan 2016 17(1):195-213.
Availability: Athabasca University. 1200, 10011 - 109 Street, Edmonton, AB T5J 3S8, Canada. Tel: 780-421-2536; Fax: 780-497-3416; e-mail: irrodl@athabascau.ca; Web site: http://www.irrodl.org
Peer Reviewed: Y
Page Count: 19
Publication Date: 2016
Document Type: Journal Articles
Reports - Research
Education Level: Higher Education
Postsecondary Education
Descriptors: Online Courses, Time Management, Correlation, Behavior Patterns, Student Behavior, Management Systems, College Students, Asians, Structural Equation Models, Goodness of Fit, Foreign Countries, Factor Analysis, Recordkeeping
Geographic Terms: South Korea
ISSN: 1492-3831
Abstract: The purpose of this study was to identify the relationship between the psychological variables and online behavioral patterns of students, collected through a learning management system (LMS). As the psychological variable, time and study environment management (TSEM), one of the sub-constructs of MSLQ, was chosen to verify a set of time-related online log variables: login frequency, login regularity, and total login time. Data was collected from 188 college students in a Korean university. Employing structural equation modeling, a hypothesized model was tested to measure the model fit. The results presented a criterion validity of online log variables to estimate the students' time management. The structural model, including the online variable TSEM, and final score, with a moderate fit, indicated that learners' online behavior related to time mediates their psychological functions and their learning outcomes. Based on the results, the final discussion includes recommendations for further study and meaningfulness in regards to extending the Learning Analytics for Performance and Action (LAPA) model.
Abstractor: ERIC
Number of References: 51
Entry Date: 2016
Accession Number: EJ1090890
Database: ERIC
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Items – Name: Title
  Label: Title
  Group: Ti
  Data: Evaluation of Online Log Variables That Estimate Learners' Time Management in a Korean Online Learning Context
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  Data: <searchLink fieldCode="AR" term="%22Jo%2C+Il-Hyun%22">Jo, Il-Hyun</searchLink><br /><searchLink fieldCode="AR" term="%22Park%2C+Yeonjeong%22">Park, Yeonjeong</searchLink><br /><searchLink fieldCode="AR" term="%22Yoon%2C+Meehyun%22">Yoon, Meehyun</searchLink><br /><searchLink fieldCode="AR" term="%22Sung%2C+Hanall%22">Sung, Hanall</searchLink>
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  Data: <searchLink fieldCode="SO" term="%22International+Review+of+Research+in+Open+and+Distributed+Learning%22"><i>International Review of Research in Open and Distributed Learning</i></searchLink>. Jan 2016 17(1):195-213.
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  Data: Athabasca University. 1200, 10011 - 109 Street, Edmonton, AB T5J 3S8, Canada. Tel: 780-421-2536; Fax: 780-497-3416; e-mail: irrodl@athabascau.ca; Web site: http://www.irrodl.org
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  Data: Y
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  Data: 19
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  Data: 2016
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  Data: Journal Articles<br />Reports - Research
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  Data: <searchLink fieldCode="EL" term="%22Higher+Education%22">Higher Education</searchLink><br /><searchLink fieldCode="EL" term="%22Postsecondary+Education%22">Postsecondary Education</searchLink>
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  Data: <searchLink fieldCode="DE" term="%22Online+Courses%22">Online Courses</searchLink><br /><searchLink fieldCode="DE" term="%22Time+Management%22">Time Management</searchLink><br /><searchLink fieldCode="DE" term="%22Correlation%22">Correlation</searchLink><br /><searchLink fieldCode="DE" term="%22Behavior+Patterns%22">Behavior Patterns</searchLink><br /><searchLink fieldCode="DE" term="%22Student+Behavior%22">Student Behavior</searchLink><br /><searchLink fieldCode="DE" term="%22Management+Systems%22">Management Systems</searchLink><br /><searchLink fieldCode="DE" term="%22College+Students%22">College Students</searchLink><br /><searchLink fieldCode="DE" term="%22Asians%22">Asians</searchLink><br /><searchLink fieldCode="DE" term="%22Structural+Equation+Models%22">Structural Equation Models</searchLink><br /><searchLink fieldCode="DE" term="%22Goodness+of+Fit%22">Goodness of Fit</searchLink><br /><searchLink fieldCode="DE" term="%22Foreign+Countries%22">Foreign Countries</searchLink><br /><searchLink fieldCode="DE" term="%22Factor+Analysis%22">Factor Analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Recordkeeping%22">Recordkeeping</searchLink>
– Name: Subject
  Label: Geographic Terms
  Group: Su
  Data: <searchLink fieldCode="DE" term="%22South+Korea%22">South Korea</searchLink>
– Name: ISSN
  Label: ISSN
  Group: ISSN
  Data: 1492-3831
– Name: Abstract
  Label: Abstract
  Group: Ab
  Data: The purpose of this study was to identify the relationship between the psychological variables and online behavioral patterns of students, collected through a learning management system (LMS). As the psychological variable, time and study environment management (TSEM), one of the sub-constructs of MSLQ, was chosen to verify a set of time-related online log variables: login frequency, login regularity, and total login time. Data was collected from 188 college students in a Korean university. Employing structural equation modeling, a hypothesized model was tested to measure the model fit. The results presented a criterion validity of online log variables to estimate the students' time management. The structural model, including the online variable TSEM, and final score, with a moderate fit, indicated that learners' online behavior related to time mediates their psychological functions and their learning outcomes. Based on the results, the final discussion includes recommendations for further study and meaningfulness in regards to extending the Learning Analytics for Performance and Action (LAPA) model.
– Name: AbstractInfo
  Label: Abstractor
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  Data: ERIC
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  Data: 51
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  Data: 2016
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  Label: Accession Number
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  Data: EJ1090890
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eric&AN=EJ1090890
RecordInfo BibRecord:
  BibEntity:
    Languages:
      – Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 19
        StartPage: 195
    Subjects:
      – SubjectFull: Online Courses
        Type: general
      – SubjectFull: Time Management
        Type: general
      – SubjectFull: Correlation
        Type: general
      – SubjectFull: Behavior Patterns
        Type: general
      – SubjectFull: Student Behavior
        Type: general
      – SubjectFull: Management Systems
        Type: general
      – SubjectFull: College Students
        Type: general
      – SubjectFull: Asians
        Type: general
      – SubjectFull: Structural Equation Models
        Type: general
      – SubjectFull: Goodness of Fit
        Type: general
      – SubjectFull: Foreign Countries
        Type: general
      – SubjectFull: Factor Analysis
        Type: general
      – SubjectFull: Recordkeeping
        Type: general
      – SubjectFull: South Korea
        Type: general
    Titles:
      – TitleFull: Evaluation of Online Log Variables That Estimate Learners' Time Management in a Korean Online Learning Context
        Type: main
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            NameFull: Jo, Il-Hyun
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            NameFull: Park, Yeonjeong
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            NameFull: Yoon, Meehyun
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            NameFull: Sung, Hanall
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              Y: 2016
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              Value: 1492-3831
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            – TitleFull: International Review of Research in Open and Distributed Learning
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