Relationships between Bayesian ability estimates and the parameters of
a normal population distribution are derived in the context of classi
cal test theory. Analogues are provided for use as approximations in w
ork with item response theory. The following questions were addressed:
What is the relationship between the distribution of the latent abili
ty variable in a population, and the distribution of ability estimates
? Because calculating Bayesian estimates typically requires knowing th
e population distribution, how should one proceed if it is not known?
What if Bayesian ability estimates have been calculated in accordance
with a common population distribution, but it is later desired to esti
mate the distributions of specified subpopulations?