Hi @aditydev1997 Yes, I agree and as I recall this mistake has previously observed here in the forum. That should be an MA(4) with θ = {0, 0, 0, 1}. But any MA(q) is stationary. You probably have the wrong characteristic equation. MA(q) is a linear combination of white noise; recall to that an MA(1) translates into AR(∞) so it's not like you can just lag-operate the errors to express MA(q) in terms of lagged observations Y(t-s) values. Thanks,
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