Cross-cultural Invariance Of The Mental Toughness Index Among American And Mexican Athletes

G. Morgan, A. Stamatis, Pedro Julián Flores Moreno, Lenin Tlamatini Barajas Pineda, A. Sánchez
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Abstract

The popularity of mental toughness (MT) in English-speaking countries is well recognized. However, its worldwide cultural relevance remains to be fully disclosed. Gucciardi et al. (2016) and Morgan et al. (2018), using the Mental Toughness Index (MTI), reported intra-cultural invariance of MT in Australasia and in the U.S. and Greece, respectively. To date, there has been no effort to unearth the degree of the universality of the term between Mexico and USA via MTI. PURPOSE: To examine the invariance of MT across two different cultural groups of athletes and to further validate MTI. METHODS: The MTI was completed by 97 Mexican and 173 US athletes. The MTI consisted of eight items with a seven-point response scale. The U.S. samples consisted of roughly half male and half female athletes, whereas the Mexican was predominantly male (64%). The U.S. sample consisted of athletes from a number of sports, such as American football, basketball, baseball, and softball. Half of the Mexican sample reported playing soccer and almost all other sports had fewer than five athletes. Invariance testing was conducted using multiple group confirmatory factor analysis with increasingly restrictive models. We first fitted a unidimensional model within each sample to ensure good model-data fit. Then we estimated configural (equal number of dimensions), metric (configural + equal loadings), and scalar invariance models (metric + equal intercepts). Scalar invariance is the minimum type of invariance to infer cross cultural equality. To evaluate the model-data fit, we used the comparative fit index (CFI), root mean square error of approximation (RMSEA), and the differences between these indices for increasingly restrictive models. RESULTS: The model-data fit in both samples was very good (CFIGreek = .984, RMSEAGreek = .08; CFIMex = .998, RMSEAMex = .03). The scalar invariance model was selected as the best fitting (CFAscalar = .908, RMSEAscalar = .08) but with a slightly different item intercept for two items (Item 4, < .5; Item 7, < .3). CONCLUSION: These analyses support partial scalar invariance of MT. As such, the analysis establishes a common metric of MT across samples, which allows comparisons to be made on their MT scores.
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美国和墨西哥运动员心理韧性指数的跨文化不变性
心理韧性(MT)在英语国家的流行是公认的。然而,它在世界范围内的文化意义仍有待充分揭示。Gucciardi等人(2016)和Morgan等人(2018)分别使用心理韧性指数(MTI)报告了澳大利亚、美国和希腊的心理韧性在文化内的不变性。迄今为止,还没有通过MTI挖掘墨西哥和美国之间术语普遍性的程度。目的:研究两种不同文化群体运动员MT的不变性,并进一步验证MTI。方法:由97名墨西哥运动员和173名美国运动员完成MTI。MTI由8个项目组成,反应量表为7分。美国的样本由大约一半的男性和一半的女性运动员组成,而墨西哥的样本则以男性为主(64%)。美国的样本包括许多运动项目的运动员,如美式足球、篮球、棒球和垒球。一半的墨西哥样本报告踢足球,几乎所有其他运动的运动员都少于5人。不变性检验采用多组验证性因子分析与越来越严格的模型。我们首先在每个样本中拟合一个一维模型,以确保良好的模型数据拟合。然后我们估计了配置(维度数量相等)、度量(配置+相等负载)和标量不变性模型(度量+相等截距)。标量不变性是推断跨文化平等的最小不变性类型。为了评估模型与数据的拟合,我们使用了比较拟合指数(CFI)、近似均方根误差(RMSEA),以及这些指数在日益严格的模型中的差异。结果:两个样本的模型数据拟合非常好(CFIGreek = .984, RMSEAGreek = .08;CFIMex = .998, RMSEAMex = .03)。选择标量不变性模型作为最佳拟合(CFAscalar = .908, RMSEAscalar = .08),但两个项目的项目截距略有不同(项目4,< .5;第7项,< 3)。结论:这些分析支持MT的部分标量不变性。因此,该分析建立了跨样本MT的共同度量,从而可以对其MT分数进行比较。
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