ABSTRACT The field of exoplanet atmospheric characterization is trending towards comparative studies involving many planetary systems, and using Bayesian hierarchical modelling a natural next step. Here we demonstrate two use cases. We first to quantify variability in repeated observations by reanalysing suite 10 Spitzer secondary eclipse the hot Jupiter XO-3 b. compare three models: one where ...