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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 (...
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Published in: | Journal of sport & exercise psychology 2016-04, Vol.38 (2), p.187-202 |
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container_title | Journal of sport & exercise psychology |
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creator | Gucciardi, Daniel F Zhang, Chun-Qing Ponnusamy, Vellapandian Si, Gangyan Stenling, Andreas |
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. |
doi_str_mv | 10.1123/jsep.2015-0320 |
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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.</description><identifier>ISSN: 0895-2779</identifier><identifier>ISSN: 1543-2904</identifier><identifier>EISSN: 1543-2904</identifier><identifier>DOI: 10.1123/jsep.2015-0320</identifier><identifier>PMID: 27390084</identifier><language>eng</language><publisher>United States: Human Kinetics Publishers, Inc</publisher><subject>Adolescent ; approximate measurement invariance ; Athletes ; Athletes - psychology ; Australia ; Bayes Theorem ; Bayesian ; Bayesian analysis ; Bayesian Statistics ; China ; Comparative analysis ; Cross-Cultural Comparison ; cross-cultural psychology ; cultural sport psychology ; Estimating techniques ; Factor Structure ; Female ; Humans ; Malaysia ; Male ; Males ; Mental health ; mentally tough ; Personality Inventory - statistics & numerical data ; Personality traits ; Resilience, Psychological ; Resistance (Psychology) ; Self Report ; Young Adult</subject><ispartof>Journal of sport & exercise psychology, 2016-04, Vol.38 (2), p.187-202</ispartof><rights>Copyright Human Kinetics Publishers, Inc. Apr 2016</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c394t-a3ac3c2984143b78abb9699aa23d8caa16c2c1cf1caf3b317f54513ec168c3ac3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27390084$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-138694$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><creatorcontrib>Gucciardi, Daniel F</creatorcontrib><creatorcontrib>Zhang, Chun-Qing</creatorcontrib><creatorcontrib>Ponnusamy, Vellapandian</creatorcontrib><creatorcontrib>Si, Gangyan</creatorcontrib><creatorcontrib>Stenling, Andreas</creatorcontrib><title>Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach</title><title>Journal of sport & exercise psychology</title><addtitle>J Sport Exerc Psychol</addtitle><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.</description><subject>Adolescent</subject><subject>approximate measurement invariance</subject><subject>Athletes</subject><subject>Athletes - psychology</subject><subject>Australia</subject><subject>Bayes Theorem</subject><subject>Bayesian</subject><subject>Bayesian analysis</subject><subject>Bayesian Statistics</subject><subject>China</subject><subject>Comparative analysis</subject><subject>Cross-Cultural Comparison</subject><subject>cross-cultural psychology</subject><subject>cultural sport psychology</subject><subject>Estimating techniques</subject><subject>Factor Structure</subject><subject>Female</subject><subject>Humans</subject><subject>Malaysia</subject><subject>Male</subject><subject>Males</subject><subject>Mental health</subject><subject>mentally tough</subject><subject>Personality Inventory - statistics & numerical data</subject><subject>Personality traits</subject><subject>Resilience, Psychological</subject><subject>Resistance (Psychology)</subject><subject>Self Report</subject><subject>Young Adult</subject><issn>0895-2779</issn><issn>1543-2904</issn><issn>1543-2904</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><recordid>eNqNkktv1DAUhS0EokNhyxJZYsOiGfzIw2YX0gKVWrEpbK0bjzPJKImDH6D5Ef3POEzpghUrS-d-5-ha9yD0mpItpYy_P3izbBmhRUY4I0_QhhY5z5gk-VO0IUIWGasqeYZeeH8ghBSS8efojFVcEiLyDbpvnPU-a-IYooMRX88_wQ0wa4Nth0Nv8K2ZQxrc2bjvZ-P9iiTJuiOuJzvvcR19SNZkusBNPyTGXGCYd_gWRjj6pOM69KMJxn_ANf4IR_NHvPJhmCAMNs2XxVnQ_Uv0rIPRm1cP7zn69unqrvmS3Xz9fN3UN5nmMg8ZcNBcMylymvO2EtC2spQSgPGd0AC01ExT3VENHW85rboiLyg3mpZCr95zlJ1y_S-zxFYtLm3ijsrCoC6H77Wybq_iFBXlopR54t-d-LTmj2h8UNPgtRlHmI2NXlHBKkkqKuR_oLQSuZBlmdC3_6AHG92cPr4GkkJUlPNEbU-UXi_lTPe4LSVq7YBaO6DWDqi1A8nw5iE2tpPZPeJ_j85_A7Rtrks</recordid><startdate>20160401</startdate><enddate>20160401</enddate><creator>Gucciardi, Daniel F</creator><creator>Zhang, Chun-Qing</creator><creator>Ponnusamy, Vellapandian</creator><creator>Si, Gangyan</creator><creator>Stenling, Andreas</creator><general>Human Kinetics Publishers, Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7TS</scope><scope>7X8</scope><scope>ADTPV</scope><scope>AOWAS</scope><scope>D93</scope></search><sort><creationdate>20160401</creationdate><title>Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach</title><author>Gucciardi, Daniel F ; Zhang, Chun-Qing ; Ponnusamy, Vellapandian ; Si, Gangyan ; Stenling, Andreas</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c394t-a3ac3c2984143b78abb9699aa23d8caa16c2c1cf1caf3b317f54513ec168c3ac3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Adolescent</topic><topic>approximate measurement invariance</topic><topic>Athletes</topic><topic>Athletes - psychology</topic><topic>Australia</topic><topic>Bayes Theorem</topic><topic>Bayesian</topic><topic>Bayesian analysis</topic><topic>Bayesian Statistics</topic><topic>China</topic><topic>Comparative analysis</topic><topic>Cross-Cultural Comparison</topic><topic>cross-cultural psychology</topic><topic>cultural sport psychology</topic><topic>Estimating techniques</topic><topic>Factor Structure</topic><topic>Female</topic><topic>Humans</topic><topic>Malaysia</topic><topic>Male</topic><topic>Males</topic><topic>Mental health</topic><topic>mentally tough</topic><topic>Personality Inventory - statistics & numerical data</topic><topic>Personality traits</topic><topic>Resilience, Psychological</topic><topic>Resistance (Psychology)</topic><topic>Self Report</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Gucciardi, Daniel F</creatorcontrib><creatorcontrib>Zhang, Chun-Qing</creatorcontrib><creatorcontrib>Ponnusamy, Vellapandian</creatorcontrib><creatorcontrib>Si, Gangyan</creatorcontrib><creatorcontrib>Stenling, Andreas</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Physical Education Index</collection><collection>MEDLINE - Academic</collection><collection>SwePub</collection><collection>SwePub Articles</collection><collection>SWEPUB Umeå universitet</collection><jtitle>Journal of sport & exercise psychology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Gucciardi, Daniel F</au><au>Zhang, Chun-Qing</au><au>Ponnusamy, Vellapandian</au><au>Si, Gangyan</au><au>Stenling, Andreas</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach</atitle><jtitle>Journal of sport & exercise psychology</jtitle><addtitle>J Sport Exerc Psychol</addtitle><date>2016-04-01</date><risdate>2016</risdate><volume>38</volume><issue>2</issue><spage>187</spage><epage>202</epage><pages>187-202</pages><issn>0895-2779</issn><issn>1543-2904</issn><eissn>1543-2904</eissn><abstract>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. 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subjects | Adolescent approximate measurement invariance Athletes Athletes - psychology Australia Bayes Theorem Bayesian Bayesian analysis Bayesian Statistics China Comparative analysis Cross-Cultural Comparison cross-cultural psychology cultural sport psychology Estimating techniques Factor Structure Female Humans Malaysia Male Males Mental health mentally tough Personality Inventory - statistics & numerical data Personality traits Resilience, Psychological Resistance (Psychology) Self Report Young Adult |
title | Cross-Cultural Invariance of the Mental Toughness Inventory Among Australian, Chinese, and Malaysian Athletes: A Bayesian Estimation Approach |
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