  These expository notes serve as a reference for an accompanying post
Morales-Jimenez et al. [2018]. In the spiked covariance model, we develop
results on asymptotic normality of sample leading eigenvalues and certain
projections of the corresponding sample eigenvectors. The results parallel
those of Paul [2007], but are given using the non-Gaussian model of Bai and Yao
[2008]. The results are not new, and citations are given, but proofs are
collected and organized as a point of departure for Morales-Jimenez et al.
[2018].
