This chapter contains sections titled: Introduction A Bayesian Approach to the Random Effects Model for Study Estimates Choice of the Prior Distribution Implementation Using the BUGS Software Bayesian Meta-regression A Bayesian Random Effects Model Based on Individual Patient Data Incorporating Data from Other Treatment Comparisons An Empirical Prior Distribution for the Heterogeneity Parameter