We show that for the non-Hermitian eigenvalue problem simplified
Jacobi-Davidson with preconditioned iterative solves is equivalent to
inexact Rayleigh quotient iteration where the preconditioner is altered by
a simple rank change. This extends existing equivalence results to the
case of preconditioned iterative solves. Numerical experiments are shown
to agree with the theory.