Subscription CLV: Handling Pause Periods
Pauses complicate retention math and revenue forecasting in subscription businesses. Check how to…
Predictive CLV with Gradient Boosting
Test how predictive CLV models turn historical behavior into forward value estimates. From leakage…
Cohort Churn Curves: Reading the Slopes
See what the shape of a churn curve reveals about onboarding, product-market fit, and long-term…
Calculating Retention Rate the Right Way
Avoid common pitfalls in retention math so your cohorts tell the truth. Master start-of-period…
CLV Basics: Revenue vs. Profit
Clarify how customer lifetime value changes when you focus on profit instead of top-line revenue.…
Predicting CLV with Gradient Boosting
Estimate future value by combining behavioral signals with powerful tree ensembles. Validate,…
Scenario Simulation with Monte Carlo Methods
Explore how uncertainty propagates through business outcomes using simulation. See how to set…
Explainable AI for Executive Dashboards
Turn complex model logic into insights executives can act on. Learn which explainability tools are…
Vector Databases & Retrieval-Augmented Models
Check your understanding of retrieval building blocks behind modern RAG systems. From indexing to…
Choosing Between XGBoost and LightGBM
Decide which gradient-boosted tree library fits your data and constraints. Compare speed, memory,…
