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Not really. The distribution is not only discrete but also heavily skewed. However, the average number of children in sets of families can be approximated by the normal distribution.

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Q: Can the mean of a discrete variable like the number of children be normally distributed?
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Is a normally distributed variable needed to have a normally distributed sampling distribution.?

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