Your question is Causal Inference Under Selection Bias. 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 approach causal inference when dealing with highly observational datasets that suffer from severe selection bias?