Your question is Random Forest vs Logistic Regression. 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 choose between a Random Forest and Logistic Regression?
Using the supplied tabular binary classification dataset, explain and demonstrate a practical model-selection process. Address feature preprocessing, nonlinear relationships, class imbalance, overfitting, interpretability, validation design, and how you would select an operating threshold. Provide reproducible Python code comparing both models and justify the final choice with evaluation metrics.