cover two common applications of Bayesian statistics: measurement error Bayesian imputation 14.1 Measurement error in the divorce and marriage data of states in the US, there was error in the measured variables (marriage and divorce rates) this data can be incorporated into the model the plot below shows the standard error in the measurement against median age of marriage and the population seems like smaller states have more error (smaller sample size) # Load the data.