A method and system for automatically calculating and generating performance analysis charts, including a reliability curve. The method and system are used to selectively convert performance records data from a database into graphs and charts reflective of a performance analysis. A tool and method is provided for predicting the effective life or run time of a component, such as a drill bit, based on calculated reliabilities for similar components.