Example 1 Carolโ€™s Cereal Company has been accused of under filling (on average) its 20 oz boxes of toasted oats. The evidence: A sample of 100 boxes produced an average weight of 19.9 oz with a standard deviation of 0.5 oz.

How strong is the evidence?