In this paper the autoregressive (AR) spectral estimator is analyzed i
n the case of noisy sinusoidal data. An expression for the large-sampl
e normalized variance is derived and studied in detail for increasing
model order. In particular, a very simple formula is derived for the a
symptotic (in both number of observed data and model order) normalized
variance, which confirms a conjecture made by Sakai.