Complex Product Usage Funnel Analysis with Probabilistic Modeling

Construct a sophisticated product funnel analysis using Markov chain modeling and survival analysis techniques. Develop a probabilistic framework that tracks user progression through complex multi-stage interactions, calculates transition probabilities between product features, and predicts long-term engagement metrics. Implement advanced feature engineering that incorporates temporal decay and contextual user attributes.