Derivation of the Variance of the l-step Ahead Forecast Error for an AR(1) Model
A common pitfall is forgetting that forecast errors only accumulate unobserved future innovations, \ \\epsilon_{t+k} \. Students sometimes mistakenly include past innovations or assume a constant variance regardless of \ l \, overlooking the geometric series accumulation.
Institutional Reference: Time Series Analysis
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