hi...good tutorial ....why should you go for D.Ln(wpi) in order to make the data stationary? Why not directly go D.wpi bcos log only changes the scale, not get you stationarity. whereas, differencing is wat brings you stationarity...moreover, how are you gonna explain difference logged wpi in analysis while d.wpi ..is simply the quarterly change in the wpi index :)