Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach

The aims of this study were to assess the cross-cultural invariance of athletes' self-reports of mental toughness and to introduce and illustrate the application of approximate measurement invariance using Bayesian estimation for sport and exercise psychology scholars. Athletes from Australia (...

Full description

Bibliographic Details
Main Authors: Gucciardi, Daniel, Zhang, C., Ponnusamy, V., Si, G., Stenling, A.
Format: Journal Article
Published: Human Kinetics 2016
Online Access:http://hdl.handle.net/20.500.11937/6335
_version_ 1848745046524821504
author Gucciardi, Daniel
Zhang, C.
Ponnusamy, V.
Si, G.
Stenling, A.
author_facet Gucciardi, Daniel
Zhang, C.
Ponnusamy, V.
Si, G.
Stenling, A.
author_sort Gucciardi, Daniel
building Curtin Institutional Repository
collection Online Access
description The aims of this study were to assess the cross-cultural invariance of athletes' self-reports of mental toughness and to introduce and illustrate the application of approximate measurement invariance using Bayesian estimation for sport and exercise psychology scholars. Athletes from Australia (n = 353, Mage = 19.13, SD = 3.27, men = 161), China (n = 254, Mage = 17.82, SD = 2.28, men = 138), and Malaysia (n = 341, Mage = 19.13, SD = 3.27, men = 200) provided a cross-sectional snapshot of their mental toughness. The cross-cultural invariance of the mental toughness inventory in terms of (a) the factor structure (configural invariance), (b) factor loadings (metric invariance), and (c) item intercepts (scalar invariance) was tested using an approximate measurement framework with Bayesian estimation. Results indicated that approximate metric and scalar invariance was established. From a methodological standpoint, this study demonstrated the usefulness and flexibility of Bayesian estimation for single-sample and multigroup analyses of measurement instruments. Substantively, the current findings suggest that the measurement of mental toughness requires cultural adjustments to better capture the contextually salient (emic) aspects of this concept.
first_indexed 2025-11-14T06:11:08Z
format Journal Article
id curtin-20.500.11937-6335
institution Curtin University Malaysia
institution_category Local University
last_indexed 2025-11-14T06:11:08Z
publishDate 2016
publisher Human Kinetics
recordtype eprints
repository_type Digital Repository
spelling curtin-20.500.11937-63352017-09-13T14:42:52Z Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach Gucciardi, Daniel Zhang, C. Ponnusamy, V. Si, G. Stenling, A. The aims of this study were to assess the cross-cultural invariance of athletes' self-reports of mental toughness and to introduce and illustrate the application of approximate measurement invariance using Bayesian estimation for sport and exercise psychology scholars. Athletes from Australia (n = 353, Mage = 19.13, SD = 3.27, men = 161), China (n = 254, Mage = 17.82, SD = 2.28, men = 138), and Malaysia (n = 341, Mage = 19.13, SD = 3.27, men = 200) provided a cross-sectional snapshot of their mental toughness. The cross-cultural invariance of the mental toughness inventory in terms of (a) the factor structure (configural invariance), (b) factor loadings (metric invariance), and (c) item intercepts (scalar invariance) was tested using an approximate measurement framework with Bayesian estimation. Results indicated that approximate metric and scalar invariance was established. From a methodological standpoint, this study demonstrated the usefulness and flexibility of Bayesian estimation for single-sample and multigroup analyses of measurement instruments. Substantively, the current findings suggest that the measurement of mental toughness requires cultural adjustments to better capture the contextually salient (emic) aspects of this concept. 2016 Journal Article http://hdl.handle.net/20.500.11937/6335 10.1123/jsep.2015-0320 Human Kinetics fulltext
spellingShingle Gucciardi, Daniel
Zhang, C.
Ponnusamy, V.
Si, G.
Stenling, A.
Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach
title Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach
title_full Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach
title_fullStr Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach
title_full_unstemmed Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach
title_short Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach
title_sort cross-cultural invariance of the mental toughness inventory among australian, chinese, and malaysian athletes: a bayesian estimation approach
url http://hdl.handle.net/20.500.11937/6335