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Original article

Perceptions of learning effectiveness in M‐learning: scale development and student awareness

Wen‐Hui Chang

Graduate School of Curriculum and Instructional Communications Technology, National Taipei University of Education, , Taiwan

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Yuan‐Chen Liu

Corresponding Author

E-mail address: liu@tea.ntue.edu.tw

Graduate School of Curriculum and Instructional Communications Technology, National Taipei University of Education, , Taiwan

Correspondence: Yuan‐Chen Liu, Graduate School of Curriculum and Instructional Communications Technology, National Taipei University of Education, No.134, Sec. Heping E. Rd., Da‐an District, Taipei City 106, Taiwan. Email:

liu@tea.ntue.edu.tw

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Tzu‐Hua Huang

Department of Education, University of Taipei, , Taiwan

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First published: 03 May 2017

Abstract

The purpose of this study is to develop a multi‐dimensional scale to measure students' awareness of key competencies for M‐learning and to test its reliability and validity. The Key Competencies of Mobile Learning Scale (KCMLS) was determined via confirmatory factor analysis to have four dimensions: team collaboration, creative thinking, critical thinking and problem solving, and communication. The research subjects are 815 students from the elementary school that participate in M‐learning programme in Taiwan. The research results show that students have better self‐awareness in team collaboration and creative thinking, but have worse self‐awareness in critical thinking and problem solving. This study also found that there was no significant difference between genders in the KCMLS, but students who study in the schools that committed in M‐learning longer have higher awareness in all dimensions than students who study in the schools that committed to M‐learning in fewer years.

Lay Description

What is already known about this topic:

  • The educational potential of mobile learning is well known.
  • Many studies indicated that M‐learning could promote the key competencies of students.
  • There is a lack of tool to measure the key competencies for M‐learning of students.

What this paper adds:

  • This study develops a scale to measure students' awareness of key competencies for M‐learning.
  • Students have better self‐awareness in team collaboration and the creative thinking.
  • Students commit in M‐learning longer have higher awareness in all dimensions.

Implications for practice and/or policy:

  • Using M‐learning to promote students' perception of team collaboration and creative thinking.
  • Long‐term programme of M‐learning in policy is required to ensure student's key competencies.
  • The KCMLS could measure the perception of key competencies statues in M‐learning.