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Swickert and colleagues surveyed young adults in the United States and found that gratitude and social support mediated the association between mindfulness and mood (both positive and negative affect). This study attempted to replicate Swickert et al.'s mediational findings using a young adult Hungarian sample. Results indicated that with one exception, the mediational findings were replicated. The exception was that for the Hungarians, gratitude did not mediate the association between mindfulness and negative affect. Overall, these findings indicate that the mediational effects of gratitude and social support are quite similar for individuals living in the United States and Hungary.

It is more common for educational and psychological data to be nonnormal than to be approximately normal. This tendency may lead to bias and error in point estimates of the Pearson correlation coefficient. In a series of Monte Carlo simulations, the Pearson correlation was examined under conditions of normal and nonnormal data, and it was compared with its major alternatives, including the Spearman rank-order correlation, the bootstrap estimate, the Box-Cox transformation family, and a general normalizing transformation (i.e., rankit), as well as to various bias adjustments. Nonnormality caused the correlation coefficient to be inflated by up to +.14, particularly when the nonnormality involved heavy-tailed distributions. Traditional bias adjustments worsened this problem, further inflating the estimate. The Spearman and rankit correlations eliminated this inflation and provided conservative estimates. Rankit also minimized random error for most sample sizes, except for the smallest samples ( n = 10), where bootstrapping was more effective. Overall, results justify the use of carefully chosen alternatives to the Pearson correlation when normality is violated., Competing Interests: Declaration of Conflicting Interests: The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.