Software size estimation in software development projects depends on the number of use cases; All variables from the Use Case Points method have impact on a size estimation; Multiple Linear Regression models are considered; Stepwise Regression settings have been tested in this study; Multiple Linear Regression model concluded to be better than the Use Case Points method;