An Evaluation of the Reliability, Validity and Sensitivity of Three Human Mental Workload Measures Under Different Instructional Conditions in Third-Level Education

Luca Longo, Giuliano Orru

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

9 Citations (Scopus)

Abstract

Although Cognitive Load Theory (CLT) has been researched for many years, it has been criticised for its theoretical clarity and its methodological approach. A crucial issue is the measurement of three types of cognitive load conceived in the theory, and the assessment of overall human cognitive load during learning tasks. This research study is motivated by these issues and it aims to investigate the reliability, validity and sensitivity of three existing self-reporting mental workload instruments, mainly used in Ergonomics, when applied to Education and in particular to the field of Teaching and Learning. A primary research study has been designed and performed in a typical third-level classroom in Computer Science, and the self-reporting mental workload instruments employed are the NASA Task Load Index, the Workload Profile and the Rating Scale Mental Effort. Three instructional design conditions have been designed and employed for the above purposes. The first design condition followed the traditional explicit instruction paradigm whereby a lecturer delivers instructional material mainly using a one-way approach with almost no interactions with students. The second design condition was inspired by the Cognitive Theory of Multimedia Learning whereby the same content, delivered under the first condition, was converted in a multimedia video by following a set of its design principles. The third design condition was an extension of the second condition whereby an inquiry activity was executed after the delivery of the second condition. The empirical evidence gathered in this study suggests that the three selected mental workload measures are highly reliable. Their moderate face validity is in line with the results obtained so far within Ergonomics emphasising and confirming the difficulty in creating optimally valid measures of mental workload. However, the sensitivity of these measures, as achieved in this study, is low, indicating how the three instructional design conditions, as conceived and implemented, do not impose significantly different mental workload levels on learners.

Original languageEnglish
Title of host publicationComputer Supported Education - 10th International Conference, CSEDU 2018, Revised Selected Papers
EditorsBruce M. McLaren, Rob Reilly, Susan Zvacek, James Uhomoibhi
PublisherSpringer Verlag
PagesUhomoibhi
Number of pages30
ISBN (Print)9783030211509
DOIs
Publication statusPublished - Jun 2019
Event10th International Conference on Computer Supported Education, CSEDU 2018

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Duration: 15 Mar 201817 Mar 2018

Publication series

NameCommunications in Computer and Information Science
Volume1022
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference10th International Conference on Computer Supported Education, CSEDU 2018

Period15/03/1817/03/18

Keywords

  • Cognitive Load Theory
  • Cognitive load types
  • Cognitive Theory of Multimedia Learning
  • Community of Inquiry
  • Direct instructions
  • Human Mental Workload
  • Inquiry methods
  • Instructional design
  • Reliability
  • Sensitivity
  • Validity

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