Welcome to the IDinsight Tech Blog

Data quality check for hierarchical linear data with outliers

In this post, I discuss how IDinsight’s DSEM team implemented a data quality check for pairs of variables displaying linear relationships. We explain why we chose a Bayesian model, and the tweaks we made to address the hierarchy and outliers in data. We will also see how to implement the model using PyMC3.