Statistical inference procedures, such as hypothesis testing and confidence and prediction intervals, considered in the previous section are valid under these assumptions, Here we briefly indicate the effects of violation of assumptions on estimation and statistical inference. A more detailed discussion of problem areas in least squares and possible remedies is presented in chapters 10 through 14.