What Does Engagement Tell Us about Low-Achieving Learners' Motivational Changes in a Mobile-Assisted Personalized SRL Training Program?

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Title: What Does Engagement Tell Us about Low-Achieving Learners' Motivational Changes in a Mobile-Assisted Personalized SRL Training Program?
Language: English
Authors: Hui-Chia Judy Shih
Source: Interactive Technology and Smart Education. 2026 23(1):1-24.
Availability: Emerald Publishing Limited. Howard House, Wagon Lane, Bingley, West Yorkshire, BD16 1WA, UK. Tel: +44-1274-777700; Fax: +44-1274-785201; e-mail: emerald@emeraldinsight.com; Web site: http://www.emerald.com/insight
Peer Reviewed: Y
Page Count: 24
Publication Date: 2026
Document Type: Journal Articles
Reports - Research
Education Level: Higher Education
Postsecondary Education
Descriptors: Self Management, Low Achievement, Student Motivation, Foreign Countries, Handheld Devices, College Freshmen, English (Second Language), Individualized Instruction, Student Attitudes, Learner Engagement, Technology Uses in Education, Student Behavior, Second Language Learning, Computer Oriented Programs
Geographic Terms: Taiwan
DOI: 10.1108/ITSE-09-2024-0236
ISSN: 1741-5659
1758-8510
Abstract: Purpose: This study aims to investigate low-achieving learners' motivational changes in a self-regulated learning (SRL) training program featuring a personalized mechanism and an agency-supported design. Learners' changes in self-efficacy, task value and goal orientations were examined in tandem with engagement to capture the multidimensionality of motivation. Design/methodology/approach: This mixed-method study collected both quantitative data (n = 27) via questionnaires and log files, and qualitative data (n = 4) through semi-structured individual interviews and written accounts. Nonparametric tests were used for quantitative analysis while events from the log data were defined and coded as engagement, performance-goal-related behaviors and mastery-goal-related behaviors. Qualitative data went through content analysis in which instances relevant to motivational changes and the underlying factors were identified. Findings: For participants whose data revealed aligned changes in motivation and engagement, the interactions between engagement and different goal orientations were highlighted; furthermore, their self-efficacy beliefs and perceived task value were positively influenced by the opportunities for self-management and agency-supported design realized through mobile learning. There were also participants whose data showed a diverging direction of changes between motivation and engagement. Possible factors contributing to this divergence relate to their strong performance goal orientation and hazy metacognitive knowledge. Originality/value: Teachers interested in helping increase learners' motivation for SRL are encouraged to take advantage of learners' behavioral data as complementary to self-report data. Understanding what contributed to the differences will help teachers pinpoint difficulties low-achieving learners face and optimize the training program. Metacognitive knowledge and performance goal orientations are two particularly important elements needing to be addressed in the future.
Abstractor: As Provided
Entry Date: 2026
Accession Number: EJ1505815
Database: ERIC
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  Data: What Does Engagement Tell Us about Low-Achieving Learners' Motivational Changes in a Mobile-Assisted Personalized SRL Training Program?
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  Data: <searchLink fieldCode="AR" term="%22Hui-Chia+Judy+Shih%22">Hui-Chia Judy Shih</searchLink>
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  Data: Emerald Publishing Limited. Howard House, Wagon Lane, Bingley, West Yorkshire, BD16 1WA, UK. Tel: +44-1274-777700; Fax: +44-1274-785201; e-mail: emerald@emeraldinsight.com; Web site: http://www.emerald.com/insight
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  Data: <searchLink fieldCode="DE" term="%22Self+Management%22">Self Management</searchLink><br /><searchLink fieldCode="DE" term="%22Low+Achievement%22">Low Achievement</searchLink><br /><searchLink fieldCode="DE" term="%22Student+Motivation%22">Student Motivation</searchLink><br /><searchLink fieldCode="DE" term="%22Foreign+Countries%22">Foreign Countries</searchLink><br /><searchLink fieldCode="DE" term="%22Handheld+Devices%22">Handheld Devices</searchLink><br /><searchLink fieldCode="DE" term="%22College+Freshmen%22">College Freshmen</searchLink><br /><searchLink fieldCode="DE" term="%22English+%28Second+Language%29%22">English (Second Language)</searchLink><br /><searchLink fieldCode="DE" term="%22Individualized+Instruction%22">Individualized Instruction</searchLink><br /><searchLink fieldCode="DE" term="%22Student+Attitudes%22">Student Attitudes</searchLink><br /><searchLink fieldCode="DE" term="%22Learner+Engagement%22">Learner Engagement</searchLink><br /><searchLink fieldCode="DE" term="%22Technology+Uses+in+Education%22">Technology Uses in Education</searchLink><br /><searchLink fieldCode="DE" term="%22Student+Behavior%22">Student Behavior</searchLink><br /><searchLink fieldCode="DE" term="%22Second+Language+Learning%22">Second Language Learning</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+Oriented+Programs%22">Computer Oriented Programs</searchLink>
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  Data: <searchLink fieldCode="DE" term="%22Taiwan%22">Taiwan</searchLink>
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  Data: 10.1108/ITSE-09-2024-0236
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  Data: 1741-5659<br />1758-8510
– Name: Abstract
  Label: Abstract
  Group: Ab
  Data: Purpose: This study aims to investigate low-achieving learners' motivational changes in a self-regulated learning (SRL) training program featuring a personalized mechanism and an agency-supported design. Learners' changes in self-efficacy, task value and goal orientations were examined in tandem with engagement to capture the multidimensionality of motivation. Design/methodology/approach: This mixed-method study collected both quantitative data (n = 27) via questionnaires and log files, and qualitative data (n = 4) through semi-structured individual interviews and written accounts. Nonparametric tests were used for quantitative analysis while events from the log data were defined and coded as engagement, performance-goal-related behaviors and mastery-goal-related behaviors. Qualitative data went through content analysis in which instances relevant to motivational changes and the underlying factors were identified. Findings: For participants whose data revealed aligned changes in motivation and engagement, the interactions between engagement and different goal orientations were highlighted; furthermore, their self-efficacy beliefs and perceived task value were positively influenced by the opportunities for self-management and agency-supported design realized through mobile learning. There were also participants whose data showed a diverging direction of changes between motivation and engagement. Possible factors contributing to this divergence relate to their strong performance goal orientation and hazy metacognitive knowledge. Originality/value: Teachers interested in helping increase learners' motivation for SRL are encouraged to take advantage of learners' behavioral data as complementary to self-report data. Understanding what contributed to the differences will help teachers pinpoint difficulties low-achieving learners face and optimize the training program. Metacognitive knowledge and performance goal orientations are two particularly important elements needing to be addressed in the future.
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        Value: 10.1108/ITSE-09-2024-0236
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      – SubjectFull: Self Management
        Type: general
      – SubjectFull: Low Achievement
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      – SubjectFull: Student Motivation
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      – SubjectFull: Foreign Countries
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      – SubjectFull: Handheld Devices
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      – SubjectFull: Individualized Instruction
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      – SubjectFull: Student Attitudes
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      – SubjectFull: Learner Engagement
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      – SubjectFull: Taiwan
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      – TitleFull: What Does Engagement Tell Us about Low-Achieving Learners' Motivational Changes in a Mobile-Assisted Personalized SRL Training Program?
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