Many real-life applications consider nominal categorical predictor variables that have a hierarchical structure, e.g. economic activity data in Official Statistics. In this paper, we focus on linear regression models built the presence of type variables, and study consolidation their categories to better tradeoff between interpretability fit model data. We propose so-called Tree based Linear Re...