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Small samples and large population variances imply that the estimate for the mean will be relatively poor. Whether or not it will result in an underestimate or overestimate depends on the distribution: with a symmetric distribution the two outcomes are equally likely.

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Q: Do small samples and large population variances usually underestimate or be close to population mean?
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