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If you have two source of measurements, how can you combine them to get a more accurate measurement?
In short, you take the weighted average with the weight=1/variance.
Please also read https://news.ycombinator.com/item?id=36971975 for the missing (but important) bits.
the Dunning-Kruger effect has nothing to do with human psychology.1 It is a statistical artifact — a stunning example of autocorrelation.