Business Simulation |
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1 | What Is Modeling and Simulation? |
2 | The Role of Modeling and Simulation |
3 | Simulation: Models That Vary over Time |
4 | Queue Modeling and Simulation |
5 | Human Interaction with Simulations |
6 | Verification and Validation |
7 | Uses of Simulation |
8 | Modeling and Simulation: Real-World Examples |
9 | The Future of Simulation |
Data Mining for Business Analytics |
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1 | An Introduction To Data Mining And Predictive Analytics |
2 | Data Preprocessing |
3 | Exploratory Data Analysis |
4 | Dimension-Reduction Methods |
5 | Univariate Statistical Analysis |
6 | Multivariate Statistics |
7 | Preparing To Model The Data |
8 | Simple Linear Regression |
9 | Multiple Regression And Model Building |
10 | K-Nearest Neighbor Algorithm |
11 | Decision Trees |
HR Analytics |
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1 | Human Capital Analytics |
2 | Alignment |
3 | The Measurement Plan |
4 | It’s All about the Data |
5 | What Dashboards Are Telling You: Descriptive Statistics and Correlations |
6 | Causation: What Really Drives Performance |
7 | Beyond ROI to Optimization |
8 | Share the Story |
9 | Conclusion |
Marketing Analytics |
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1 | Introduction to Marketing Analytics |
2 | Summarise Marketing Data |
3 | Pricing Analytics |
4 | Promotion Analytics |
5 | Forecasting |
6 | What Do Customers Want? |
7 | Customer Value |
8 | Market Segmentation |
9 | Retailing |
10 | Pay Per Click (PPC) Advertising |
11 | Marketing Research |
12 | Internet and Social Media Marketing |
13 | Web Analytics and Digital Analytics |
Predictive Modelling |
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1 | Overview of Predictive Analytics |
2 | Setting Up the Problem |
3 | Data Understanding |
4 | Data Preparation |
5 | Itemsets and Association Rules |
6 | Descriptive Modeling |
7 | Interpreting Descriptive Models |
8 | Predictive Modeling |
9 | Assessing Predictive Models |
10 | Model Ensembles |
11 | Text Mining |
12 | Model Deployment |
13 | Case Studies |
Risk Analytics |
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1 | Why do a Risk Analysis? |
2 | Planning a Risk Analysis |
3 | The Quality of a Risk Analysis |
4 | Choice of Model Structure |
5 | Optimisation in Risk Analysis |
6 | Checking and Validating a Model |
7 | Project Risk Analysis |
8 | Project Planning-I |
9 | Project Planning-II |
10 | Project Risk Management |
11 | Risk Assessment for Organisation |
12 | Risk Mitigation |
13 | Implementing Risk Mitigation |