Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail

Teaching and learning of statistics is becoming an increasingly important issue in statistical education. One pressing issue is how to continuously improve the teaching and learning of statistics at the tertiary level. Given its importance, statistical education researchers have attempted to investi...

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Main Author: Ismail, Nor Zatul-Iffa
Format: Thesis
Language:English
Published: 2014
Online Access:http://ir.uitm.edu.my/id/eprint/16428/
http://ir.uitm.edu.my/id/eprint/16428/1/ABS_NOR%20ZATUL-IFFA%20ISMAIL%20TDRA%20VOL%205%20IGS_14.pdf
id uitm-16428
recordtype eprints
spelling uitm-164282018-10-02T07:35:26Z http://ir.uitm.edu.my/id/eprint/16428/ Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail Ismail, Nor Zatul-Iffa Teaching and learning of statistics is becoming an increasingly important issue in statistical education. One pressing issue is how to continuously improve the teaching and learning of statistics at the tertiary level. Given its importance, statistical education researchers have attempted to investigate factors that relate to students’ learning outcomes in statistics. Among the continuous issues of concern is how to improve the teaching and learning of statistics at the tertiary level. Despite the great emphasis on the importance of statistics, students are still facing difficulty in learning statistics. This study focused on modelling factors associated with students’ understanding in basic statistical concepts namely students’ perceived ability, students’ attitudes, teaching practices and learning practices using Structural Equation Modelling. The reliability, unidimensionality, and validity of the Perceived Ability in Statistical Concepts Questionnaire (PASQ), 30-item Multiple Choice Questions (MCQ30), Survey of Attitudes toward Statistics (SATS), Teaching Practices in Statistics Questionnaire (TPSQ) and Learning Practices in Statistics Questionnaire (LPSQ) were examined based on the Rasch Measurement Model and confirmatory factor analysis. The major advantages of the Rasch analysis over the Classical Test Theory is that it produces linear, interval measures, item-free person measures, and sample-free item difficulty estimates on the same linear scale in standard units (logits). The results showed that students’ perceived ability in statistics tend to be strongly related to students’ test performance and students’ attitudes toward statistics. Teaching practices also significantly affect students’ learning practices. Learning practices and teaching practices does not necessarily affect attitudes toward statistics and do not also necessarily lead to increase in students’ learning as demonstrated in their test performance. 2014 Thesis NonPeerReviewed text en http://ir.uitm.edu.my/id/eprint/16428/1/ABS_NOR%20ZATUL-IFFA%20ISMAIL%20TDRA%20VOL%205%20IGS_14.pdf Ismail, Nor Zatul-Iffa (2014) Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail. PhD thesis, Universiti Teknologi MARA.
repository_type Digital Repository
institution_category Local University
institution Universiti Teknologi MARA
building UiTM Institutional Repository
collection Online Access
language English
description Teaching and learning of statistics is becoming an increasingly important issue in statistical education. One pressing issue is how to continuously improve the teaching and learning of statistics at the tertiary level. Given its importance, statistical education researchers have attempted to investigate factors that relate to students’ learning outcomes in statistics. Among the continuous issues of concern is how to improve the teaching and learning of statistics at the tertiary level. Despite the great emphasis on the importance of statistics, students are still facing difficulty in learning statistics. This study focused on modelling factors associated with students’ understanding in basic statistical concepts namely students’ perceived ability, students’ attitudes, teaching practices and learning practices using Structural Equation Modelling. The reliability, unidimensionality, and validity of the Perceived Ability in Statistical Concepts Questionnaire (PASQ), 30-item Multiple Choice Questions (MCQ30), Survey of Attitudes toward Statistics (SATS), Teaching Practices in Statistics Questionnaire (TPSQ) and Learning Practices in Statistics Questionnaire (LPSQ) were examined based on the Rasch Measurement Model and confirmatory factor analysis. The major advantages of the Rasch analysis over the Classical Test Theory is that it produces linear, interval measures, item-free person measures, and sample-free item difficulty estimates on the same linear scale in standard units (logits). The results showed that students’ perceived ability in statistics tend to be strongly related to students’ test performance and students’ attitudes toward statistics. Teaching practices also significantly affect students’ learning practices. Learning practices and teaching practices does not necessarily affect attitudes toward statistics and do not also necessarily lead to increase in students’ learning as demonstrated in their test performance.
format Thesis
author Ismail, Nor Zatul-Iffa
spellingShingle Ismail, Nor Zatul-Iffa
Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail
author_facet Ismail, Nor Zatul-Iffa
author_sort Ismail, Nor Zatul-Iffa
title Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail
title_short Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail
title_full Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail
title_fullStr Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail
title_full_unstemmed Modelling students’ understanding of introductory statistical concepts: a cross sectional study using Rasch Measurement Model and structural equation modelling / Nor Zatul-Iffa Ismail
title_sort modelling students’ understanding of introductory statistical concepts: a cross sectional study using rasch measurement model and structural equation modelling / nor zatul-iffa ismail
publishDate 2014
url http://ir.uitm.edu.my/id/eprint/16428/
http://ir.uitm.edu.my/id/eprint/16428/1/ABS_NOR%20ZATUL-IFFA%20ISMAIL%20TDRA%20VOL%205%20IGS_14.pdf
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last_indexed 2023-09-18T22:56:03Z
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