Question: Serial Correlation (MLR/Fourier) and Inventory Problems

Someone asked me a question about the impact of serial correlation (a forecast performance/error measurement) on Inventory problems.
In short, if someone consistently forecasts above, will they always have too much stock? Conversely if one consistently forecast too low, will they always have out of stocks?
On its face this seems right. However there always are buffers […]