Question: is x bar an unbiased estimator of mu?
Answer: Unbiased Estimators and their Sampling Distribution. Consider the random variables X1, X2, ..., Xn as a random sample from a population with mean µ. ... The expected value of the sample mean is equal to the population mean µ. Therefore, the sample mean is an unbiased estimator of the population mean.