Your question is Imbalanced Predictive Modeling. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How do you design and validate a predictive statistical model when dealing with highly imbalanced datasets?