 Hence, the span of formula_85 is a dimension reduction subspace.Also, formula_85 is 1-dimensional (unless formula_87), so the structural dimension of this regression is formula_88.The OLS estimate formula_89 of formula_85 is consistent, and so the span of formula_89 is a consistent estimator of formula_63.