Your question is Dual-Target Model Design. 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).
Describe how you would design models for a dual-target problem involving both classification (e.g., category) and regression (e.g., probability).