MT as far as the non-stationarity concern because to the time series. My understanding is that the problems with non-stationarity occur with time-series.
Your linear regression seemed to have some heteroskedasticity: the realized 12M return regression. You can comment for sure as to the type of data and your statistical conclusions from this data.
Thanks.
Jim