Scale-equivariant and regression-invariant estimator of variance of error terms of regression model is proposed and its consistency proved. It is based on (down)weighting order statistics of the squared residuals which corresponds to the consistent and scale- and regression equivariant estimator of the regression coefficients.
A~small numerical study demonstrating its behaviour under various types of contamination is included.