Standard Error (stderr) is a measure of the statistical accuracy of an estimate, indicating how much the sample mean would vary if you repeated a study multiple times. It is crucial for constructing confidence intervals and conducting hypothesis tests, providing insight into the reliability of the sample mean as an estimate of the population mean.