Your question is Regression and Overfitting. 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).
Explain the difference between logistic regression and multiple linear regression, and describe how you would handle overfitting in a predictive model.