I am estimating a cointegrating relationship but I really need to include a lag of the dependent variable in the long run relationship. I was wondering if this was 'allowed'? When I miss it out the resulting residuals are stationary even though they are serially correlated so I can model these dynamics in the ECM part but it feels like they should be accounted for in stage 1. Ill probably figure it out but any help would be appreciated!
