In a detailed, coherent treatment of the practices of measurement modeling from a Bayesian perspective, this book covers foundational concepts of Bayesian inference and statistical modeling and their application in a number of measurement models popular in educational, psychological, and related assessment. The book is rich with examples taken from psychology, educational research, sociology, criminology and marketing; implemented using a number of relevant software packages. Code and datasets are made available at the book's website.