The rank transformation—an easy and intuitive way to connect many nonparametric methods to their parametric counterparts for seamless teaching introductory statistics courses

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Motor Interference, But Not Sensory Interference, Increases Midfrontal Theta Activity and Brain Synchronization during Reactive Control (2021, background): “Both oscillatory activity and reaction times were rank transformed before the calculations of correlations, which lowers the potential influence of extreme values on correlation estimates (Conover, 2012; Cohen, 2014b).”