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Measuring hedonia and eudaimonia as motives for activities: cross-national investigation through traditional and Bayesian structural equation modeling

机译:测量作为活动动机的享乐主义和大自然情感:通过传统和贝叶斯结构方程模型进行的跨国调查

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摘要

Two major goals of this paper were, first to examine the cross-cultural consistency of the factor structure of the Hedonic and Eudaimonic Motives for Activities (HEMA) scale, and second to illustrate the advantages of using Bayesian estimation for such an examination. Bayesian estimation allows for more flexibility in model specification by making it possible to replace exact zero constraints (e.g., no cross-loadings) with approximate zero constraints (e.g., small cross-loadings). The stability of the constructs measured by the HEMA scale was tested across two national samples (Polish and North American) using both traditional and Bayesian estimation. First, a three-factor model (with hedonic pleasure, hedonic comfort and eudaimonic factors) was confirmed in both samples. Second, a model representing the metric invariance was tested. A traditional approach with maximum likelihood estimation reported a misfit of the model, leading to the acceptance of only a partial metric invariance structure. Bayesian estimation—that allowed for small and sample specific cross-loadings—endorsed the metric invariance model. The scalar invariance was not supported, therefore the comparison between latent factor means was not possible. Both traditional and Bayesian procedures revealed a similar latent factor correlation pattern within each of the national groups. The results suggest that the connection between hedonic and eudaimonic motives depends on which of the two hedonic dimensions is considered. In both groups the association between the eudaimonic factor and the hedonic comfort factor was weaker than the correlation between the hedonic pleasure factor and the eudaimonic factor. In summary, this paper explained the cross-national stability of the three-factor structure of the HEMA scale. In addition, it showed that the Bayesian approach is more informative than the traditional one, because it allows for more flexibility in model specification.
机译:本文的两个主要目标是,首先是考察享乐和活动动机动机(HEMA)量表的因素结构的跨文化一致性,其次是说明使用贝叶斯估计进行此类检查的优势。贝叶斯估计允许通过将精确的零约束(例如无交叉载荷)替换为近似零约束(例如小交叉载荷)而在模型规范中提供更大的灵活性。使用传统估计和贝叶斯估计,在两个国家样本(波兰和北美)中测试了通过HEMA量表测得的构建体的稳定性。首先,在两个样本中都确定了三因素模型(具有享乐性,享乐舒适性和eimimonic因子)。其次,测试了代表度量不变性的模型。具有最大似然估计的传统方法报告了该模型的失配,导致仅接受了部分度量不变性结构。贝叶斯估计(允许进行较小且特定于样本的交叉加载)认可了度量不变性模型。不支持标量不变性,因此无法比较潜在因子均值。传统程序和贝叶斯程序都揭示了每个国家组中相似的潜在因子相关模式。结果表明,享乐动机和eudaimonic动机之间的联系取决于所考虑的两个享乐维度中的哪一个。在两组中,eudaimonic因子和享乐舒适性因子之间的关联均弱于享乐性愉悦因子和eudaimonic因子之间的相关性。总之,本文解释了HEMA量表的三因素结构的跨国稳定性。另外,它表明贝叶斯方法比传统方法更具信息性,因为它允许模型规范具有更大的灵活性。

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