  We prove a general fluctuation limit theorem for Galton-Watson branching
processes with immigration. The limit is a time-inhomogeneous OU type process
driven by a spectrally positive Levy process. As applications of this result,
we obtain some asymptotic estimates for the conditional least-squares estimator
of the offspring means and variances of the offspring and immigration
distributions.
