Professional Certificate in Churn Prediction & Modeling
-- ViewingNowThe Professional Certificate in Churn Prediction & Modeling is a crucial course for professionals seeking to tackle one of the most pressing challenges in businesses today: customer churn. This certificate course focuses on the importance of predicting and modeling customer churn to reduce customer turnover, increase revenue, and improve customer satisfaction.
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โข Introduction to Churn Prediction & Modeling: Understanding Churn, Importance of Churn Prediction, Churn Prevention Strategies
โข Data Preparation for Churn Analysis: Data Collection, Data Cleaning, Feature Engineering, Data Segmentation
โข Key Metrics in Churn Prediction: Churn Rate, Retention Rate, Customer Lifetime Value (CLTV), Customer Acquisition Cost (CAC)
โข Statistical Analysis for Churn Prediction: Descriptive Statistics, Inferential Statistics, Hypothesis Testing
โข Machine Learning Basics for Churn Prediction: Supervised Learning, Unsupervised Learning, Model Evaluation Metrics
โข Building Churn Prediction Models: Logistic Regression, Decision Trees, Random Forest, Gradient Boosting
โข Model Validation & Tuning: Cross-Validation, Grid Search, Hyperparameter Tuning, Model Selection
โข Deploying & Monitoring Churn Prediction Models: Model Deployment, Model Monitoring, Continuous Improvement
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