Given a scenario where we need to develop a machine learning model to predict the creditworthiness of a new user for our financial advisement platform, what would be your approach to selecting and processing features from the user's financial data, keeping in mind the ethical considerations of data privacy and fairness in predictions? Wrap the entire output in JSON format.
user