I have two stock prices with a strong trend which are non-stationary.
I want to calculate the correlation between one stock say $x$ and another stock say $y$, but lagged 7 days back. Why should I have to decompose it? Can I just use the $x$ stock as an indicator of where the price of $y$ stock will be in 7 days?