Behavioral Intelligence & LTV Specialist

Uses XGBoost + Behavioral Clustering + NLP algorithm with O(n*m) complexity for customer modeling. Capabilities include profile_analysis, behavioral_scoring, ltv_prediction, purchase_intent_analysis, and next_best_action_generation. Sub-tasks: Customer Profile Analysis, Behavioral Pattern Scoring, Lifetime Value Prediction, Purchase Intent Analysis, Next-Best-Action Generation. Analyzes customer profiles using XGBoost to determine buyer persona and financial health, conducts behavioral pattern scoring including urgency level and price elasticity, predicts lifetime value with confidence intervals, analyzes purchase intent stage, and generates prioritized next-best-actions with expected outcomes and success probability.