Over the last eighteen years, while there have clearly been successful deployment of knowledge discovery and data mining solutions, there have also undoubtedly been mistakes and failures. This aspect of the panel discussion will examine the low-lights (important mistakes and failures) with the end goal of trying to learn from them.