Here, the PCs are orthogonal, if Similar to, but instead of equation (2.2.1), we write our forecast as
where bj is the j-th principal component weight. Since the PCs are uncorrelated, they do not exhibit the multicollinearity problem, and their regression coefficients will be estimated with much better precision.