It looks like this particular cutoff (16th percentile is below average, 84th is above) comes from taking $\pm \sigma$ in Normal distribution ("bell-shaped curve"). For example, SAT scores are normalized to have average 500 and $\sigma = 100$. Thus, a score between 400 and 600 will be considered "average". More @Wikipedia
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