Predictive Price Movement Scoring

via “predictive-price-movement-scoring”

Unique: Combines earnings-specific features (surprise, guidance, sentiment) with market microstructure data (volatility, options pricing) in an ensemble ML model, rather than using simple heuristics or single-factor models. Likely includes confidence intervals and feature importance to help traders understand model uncertainty and drivers.

vs others: More sophisticated than simple earnings surprise heuristics because it accounts for market context (volatility, sector trends) and historical patterns, but less transparent than rule-based systems, making it harder to validate or adjust for regime changes