Before revision:  These case studies provide new insights in the covariates driving the development of claims and demonstrate the accuracy and robustness of the reserving methodology over time.
After revision:  These case studies provide new insights in the covariates driving the development of claims and demonstrate the accuracy and robustness of the hierarchical reserving model over time.