One of the most important needs for wildlife managers is an accurate estima
te of population size. Yet, for many species, including most marine species
and large mammals, accurate and precise estimation of numbers is one of th
e most difficult of all research challenges. Open-population capture-recapt
ure models have proven useful in many situations to estimate survival proba
bilities but typically have not been used to estimate Population size. We s
how that open-population models can be used to estimate population size by
developing a Horvitz-Thompson-type estimate of population size and an estim
ator of its variance. Our population size estimate keys on the probability
of capture at each trap occasion and therefore is quite general and can be
made a function of external covariates measured during the study. Here we d
efine the estimator and investigate its bias, variance, and variance estima
tor via computer simulation. Computer simulations make extensive use of rea
l data taken from a study of polar bears (Ursus maritimus) in the Beaufort
Sea. The population size estimator is shown to be useful because it was neg
ligibly biased in all situations studied. The variance estimator is shown t
o be useful in all situations, but caution is warranted in cases of extreme
capture heterogeneity.