A new linear regression model for interval data is presented. The Interval Distributional regression model allows predicting an interval. A method that takes in consideration the distribution within the intervals. The range of time of unemployment for user-defined sociological classes was predicted. Prediction for the burned area of forest fires was obtained with symbolic methods.