In view of the growing need for meaningful comparisons of observables computed from different parametrizations of parton distribution functions (PDFs), we discuss recent developments in the systematic determination of PDF uncertainties. Ongoing work on the application of Bayesian techniques and Monte Carlo methodologies to this problem will be reviewed.