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Extensions of Tests of Indirect Effect in Mediation Analysis

机译:调解分析中间接效果测试的扩展

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This study seeks to determine economic variables that jointly mediate upon government expenditure and unemployment in Nigeria and in proven cases of mediation, determine the type of mediation that exist. It compares the two methods of calculating indirect effect which are product of coefficient and difference of coefficients respectively. Furthermore, the study compares the three methods of testing the significance of indirect effect vis-a-vis Sobel's test, Aroian test and Goodman's test. The differences in these three tests are due to variations in the methods of standard error computation. This study further proposed extensions for the three variations in methods of standard error computation for a case of two mediator which may also be extended for more than two mediator cases. The results show that a combination of any two of labour force population, interest rate and inflation showed a significant evidence of partial mediation. The result of indirect effect computation shows that the method of product of coefficient gave a slightly higher result when compared to that of difference of coefficient. The proposed extension of Sobel, Aroian and Goodman tests gave the same result for all cases as their standard errors are the same. The study thus recommends employing some variable selection techniques in subsequent studies which may improve mediational results; further studies may to be carried out to seek methods of ascertaining the direction of relationship of indirect effect, other than those of the regression models; and finally studies may be carried out to determine the effect of multicolinearity on mediation results.
机译:本研究旨在确定经济变量,这些变量共同对尼日利亚的政府支出和失业情况进行调解,并在经过证实的调解案例中,确定存在的调解类型。比较了间接效应的两种计算方法,即系数乘积和系数差。此外,该研究还比较了三种测试间接效应显着性的方法,这些方法相对于Sobel检验,Aroian检验和Goodman检验。这三个测试的差异是由于标准误差计算方法的不同而引起的。这项研究针对两个调解人的情况进一步提出了对标准误差计算方法的三种变化的扩展,也可以扩展到两个以上调解人的情况。结果表明,劳动力人口,利率和通货膨胀中的任何两个因素的结合都显示出部分调解的重要证据。间接效应计算的结果表明,与系数差相比,系数乘积法给出的结果略高。所建议的Sobel,Aroian和Goodman检验扩展对所有情况给出了相同的结果,因为它们的标准误差是相同的。因此,该研究建议在随后的研究中采用一些变量选择技术,以改善中介结果。除回归模型的方法外,可能还需要进行进一步的研究以寻找确定间接作用关系的方向的方法;最后,可以进行研究以确定多重共线性对调解结果的影响。

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