I have noticed that when folks say that an algorithem is biased, they seem to focus on a year, 5 years or sometimes a 10 year timeframe (i.e. 10 Year Bull Market).  If your algorithem operates over say 30 years, does that eliminate some of the bias?  If not, then is there any time frame that eliminates the majority of bias?

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