Your question is Denoising and Feature Engineering. 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).
Given a dataset with significant noise, what statistical methods would you employ to clean and feature-engineer the data?