The Best Linear Unbiased Estimator (BLUE) is a statistical estimator that provides the most accurate linear estimate of a parameter without bias, given a set of assumptions about the underlying data. It is derived from the Gauss-Markov theorem, which states that under the conditions of linearity, unbiasedness, and homoscedasticity, the ordinary least squares (OLS) estimator is BLUE.