The mean of the sampling distribution is the population mean.
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This is the Central Limit Theorem.
The answer will depend on the underlying distribution for the variable. You may not simply assume that the distribution is normal.
It is the sampling distribution of that variable.
A sample of 24 observations is taken from a population that has 150 elements. The sampling distribution of is
The sampling distribution for a statistic is the distribution of the statistic across all possible samples of that specific size which can be drawn from the population.