A comprehensive analysis of improvement rooms for a product can provide precious insights. For instance; if we notice that a bunch of issues heap together on a feature, we can conclude that a root cause analysis may help to understand the problem. The problem of the hidden patterns of software bugs is promising.

 

The proposal is generating several dashboards to continuously and automatically track and collect valuable insights with metrics. For instance, while monitoring defect distribution across testing types, we will discuss how to get an idea about the quality of our testing approach. Since we will talk about data mining, for sure ML assistance will be a part of the talk.