Predictive Analytics

  1. Business Applications and Use Cases
    1. Customer Analytics
      1. Customer Segmentation
        1. Behavioral Segmentation
          1. Demographic Segmentation
            1. Value-based Segmentation
            2. Churn Prediction
              1. Churn Definition
                1. Feature Engineering for Churn
                  1. Retention Strategies
                  2. Customer Lifetime Value
                    1. CLV Calculation Methods
                      1. Predictive CLV Models
                        1. Business Applications
                        2. Recommendation Systems
                          1. Collaborative Filtering
                            1. Content-based Filtering
                              1. Hybrid Approaches
                            2. Financial Services
                              1. Credit Risk Assessment
                                1. Credit Scoring Models
                                  1. Default Prediction
                                    1. Regulatory Compliance
                                    2. Fraud Detection
                                      1. Transaction Monitoring
                                        1. Anomaly Detection
                                          1. Real-time Scoring
                                          2. Algorithmic Trading
                                            1. Price Prediction
                                              1. Trading Signal Generation
                                                1. Risk Management
                                                2. Insurance Analytics
                                                  1. Risk Assessment
                                                    1. Premium Pricing
                                                      1. Claims Prediction
                                                    2. Retail and E-commerce
                                                      1. Demand Forecasting
                                                        1. Sales Prediction
                                                          1. Inventory Optimization
                                                            1. Seasonal Adjustments
                                                            2. Price Optimization
                                                              1. Dynamic Pricing
                                                                1. Competitive Analysis
                                                                  1. Elasticity Modeling
                                                                  2. Supply Chain Analytics
                                                                    1. Supplier Risk Assessment
                                                                      1. Logistics Optimization
                                                                        1. Demand Planning
                                                                      2. Manufacturing and Operations
                                                                        1. Predictive Maintenance
                                                                          1. Equipment Failure Prediction
                                                                            1. Maintenance Scheduling
                                                                              1. Cost Optimization
                                                                              2. Quality Control
                                                                                1. Defect Prediction
                                                                                  1. Process Optimization
                                                                                    1. Statistical Process Control
                                                                                    2. Production Planning
                                                                                      1. Capacity Planning
                                                                                        1. Resource Allocation
                                                                                          1. Bottleneck Analysis
                                                                                        2. Healthcare Analytics
                                                                                          1. Disease Prediction
                                                                                            1. Risk Factor Analysis
                                                                                              1. Early Warning Systems
                                                                                                1. Population Health Management
                                                                                                2. Treatment Effectiveness
                                                                                                  1. Outcome Prediction
                                                                                                    1. Personalized Medicine
                                                                                                      1. Clinical Decision Support
                                                                                                      2. Operational Efficiency
                                                                                                        1. Resource Planning
                                                                                                          1. Patient Flow Optimization
                                                                                                            1. Readmission Prediction
                                                                                                          2. Marketing Analytics
                                                                                                            1. Campaign Optimization
                                                                                                              1. Response Prediction
                                                                                                                1. Channel Attribution
                                                                                                                  1. Budget Allocation
                                                                                                                  2. Lead Scoring
                                                                                                                    1. Prospect Identification
                                                                                                                      1. Conversion Prediction
                                                                                                                        1. Sales Pipeline Management
                                                                                                                        2. Market Research
                                                                                                                          1. Trend Analysis
                                                                                                                            1. Consumer Behavior
                                                                                                                              1. Competitive Intelligence

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                                                                                                                          13. Ethics and Responsible AI