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Using the errors-in-variables method in two-group pretest-posttest design.

机译:在两组前测-后测设计中使用变量误差方法。

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摘要

Culpepper and Aguinis (2011) highlighted the benefit of using the errors-in-variables (EIV) method to control for measurement error and obtain unbiased regression estimates. The current study investigated the EIV method and compared it to change scores and analysis of covariance (ANCOVA) in a two group pretest-posttest design. Results indicated that the EIV method’s estimates were unbiased under many conditions, but the EIV method consistently demonstrated lower power than the change score method. An additional risk with using the EIV method is that one must enter the covariate reliability into the EIV model, and results highlighted that estimates are biased if a researcher chooses a value that differs from the true covariate reliability. Obtaining unbiased results also depended on sample size. Our conclusion is that there is no additional benefit to using the EIV method over change score or ANCOVA methods for comparing the amount of change in pretest-posttest designs.
机译:Culpepper和Aguinis(2011)强调了使用变量误差(EIV)方法控制测量误差并获得无偏回归估计的好处。当前的研究调查了EIV方法,并将其与两组的前测后测设计中的变化得分和协方差分析(ANCOVA)进行了比较。结果表明,在许多情况下,EIV方法的估计值均无偏见,但EIV方法始终显示出比变更评分法更低的功效。使用EIV方法的另一风险是,必须将协变量可靠性输入EIV模型,并且结果突出表明,如果研究人员选择的值与真实协变量可靠性不同,则估计值将有偏差。获得无偏结果还取决于样本量。我们的结论是,使用EIV方法比更改得分或ANCOVA方法来比较测试前-测试后设计中的更改量没有额外的好处。

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