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Thank you for your reply. I have done that in my ARI(1,1) model, but since my SIC was lower in I(1) model I decided to work further on with the latter, but then the issue of auto-correlation appeared. I think I will go back to my ARI(1,1), despite the fact that the correlogram does not deliver any s...

Hi! I encounter this theoretical problem while working on my model. After performing Box-Jenkins, I decided to choose I(1) model since it outperformed IMA(1,1), ARI(1,1), ARIMA(1,1,1) in terms of SIC. After performing LM test I can clearly see that in my I(1) model first degree autocorellation is pr...