Abstract Statistical agencies utilize models to synthesize respondent-level data for release the public privacy protection. In this study, we efficiently induce protection into any Bayesian synthesis model by employing a pseudo-likelihood that exponentiates each likelihood contribution an observation record-indexed weight ∈[0,1], defined be inversely proportional identification risk record. We ...