I was asked to explore a car insurance premium dataset and predict a “fair” premium for each policyholder. The task included exploratory data analysis, feature engineering, model selection and comparison, and suggestions for model improvement. It was an interesting and insightful task, as our expectations sometimes fail and we can’t tackle the problem in a routine and straightforward way.