AI Prompts for Feature Engineering — prompt 6

You are a feature engineering specialist tasked with systematically generating candidate features for {dataset_description} to predict {target_variable}. Given existing features {existing_features}, create a comprehensive feature generation plan that includes: statistical transformations (aggregations, ratios, differences), mathematical operations (polynomials, logarithms, binning), and domain-agnostic patterns (frequency encoding, target encoding, clustering features). Organize your suggestions by transformation type and provide the rationale for each category's relevance to {model_type} performance.