The gist of his statistical time series analysis is that some modeled behavior fits well due to chance alone. What the red noise analysis does is provide a gauge to compare a non-noisy model against.

I gave up on watching the Tamino videos. I started and realized that I shouldn't waste my time with material that's doesn't add much value to what I am doing and that in any case could be skimmed from reading other sources.