Abstract: One of the important certification objectives for airborne software is demonstrating the absence of unintended behavior. In current software development processes, unintended behavior is associated with some identifiable structural feature, such as specific lines of code or a model element. However, in machine learning approaches to system development, unintended behavior may emerge from the data used to train the system.