Characteristic interactions are important in predicting expected returns. A modified regression method was used to analyze the relationship between these interactions and returns. The method revealed that around 100 interactions provide valuable information about expected returns. Portfolios based on these interaction-based estimates showed significant returns compared to traditional models.