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Course Curriculum
| Chapter 1: Introduction to Business Analytics | |||
| 1.1 Introduction to Business Analytics | 00:00:00 | ||
| 1.2 Case Study: Customer Churn in a Bank | 00:00:00 | ||
| 1.3 Identifying the Problem Statement | 00:00:00 | ||
| 1.4 Hypothesis Generation | 00:00:00 | ||
| 1.5 Data Collection, Analysis and Presentation | 00:00:00 | ||
| Chapter 2: Case Study: Talent Analytics (Harvard Business Review Excerpts) | |||
| 2.1 Case Study: Talent Analytics (Harvard Business Review Excerpts) | 00:00:00 | ||
| 2.2 Models – an integral component of analytics | 00:00:00 | ||
| 2.3 Mathematical Models | 00:00:00 | ||
| 2.4 Spreadsheet Models | 00:00:00 | ||
| Chapter 3: Modeling Process | |||
| 3.1 Modeling Process | 00:00:00 | ||
| 3.2 Case Study: Data-driven decision making (Harvard Business Review Article) | 00:00:00 | ||
| 3.3 Case Study: Cruise Business | 00:00:00 | ||
| Exercise – Chapter 3 | 1 year | ||
| Chapter 4: Exploring Data | |||
| 4.1 Exploring Data | FREE | 1 year | |
| 4.2 Data Sets, Variables, and Observations | 00:00:00 | ||
| Exercise – Chapter 4 | 1 year | ||
| Chapter 5: Descriptive Summary for Numerical Variables | |||
| 5.1 Descriptive Summary for Numerical Variables | FREE | 1 year | |
| 5.2 Visualization of cross-sectional variables (numeric) | 00:00:00 | ||
| 5.3 Visualization of time-series numerical variables | 00:00:00 | ||
| Exercise – Chapter 5 | 1 year | ||
| Chapter 6: Univariate Data Analysis using R | |||
| 6.1 Univariate Data Analysis using R | 00:00:00 | ||
| 6.2 Basics of R | 00:00:00 | ||
| Exercise – Chapter 6 | 1 year | ||
| Chapter 7: Univariate Analysis using R | |||
| 7.1 Univariate Analysis using R | 00:00:00 | ||
| Exercise – Chapter 7 | 1 year | ||
| Chapter 8: Advanced topics for analyzing variables | |||
| 8.1 Empirical Cumulative Distribution Function (ECDF) | 00:00:00 | ||
| Exercise – Chapter 8 | 1 year | ||
| Chapter 9&10: Relationships among variables | |||
| 9.1 Relationships among variables | 00:00:00 | ||
| Exercise – Chapter 9 | 1 year | ||
| Chapter 11: Relationships between a nominal and a numeric variable | |||
| 11.1 Relationships between a nominal and a numeric variable | 00:00:00 | ||
| Exercise – Chapter 11 | 1 year | ||
| Chapter 12: Finding relationships between numerical variables | |||
| 12.1 Finding relationships between numerical variables | 00:00:00 | ||
| 12.2 Correlation and Covariance | 00:00:00 | ||
| Exercise (A) – Chapter 12 | 1 year | ||
| Exercise (B) – Chapter 12 | 1 year | ||
| Chapter 13: Pivot Tables in Excel | |||
| 13.1 Pivot Tables in Excel | 00:00:00 | ||
| Exercise – Chapter 13 | 1 year | ||
| Chapter 14: Using R for finding relationships between variables | |||
| 14.1 Using R for finding relationships between variables | 00:00:00 | ||
| Exercise – Chapter 14 | 1 year | ||
| Chapter 15: Probability and Distributions | |||
| 15.1 Probability and Distributions | 00:00:00 | ||
| 15.2 Tidy Data | 00:00:00 | ||
| Chapter 16: Case Study: Cosmetic Company | |||
| 16.1 Case Study: Cosmetic Company | 00:00:00 | ||
| Chapter 17: Sampling and Sampling Distributions | |||
| 17.1 Sampling and Sampling Distributions | 00:00:00 | ||
| Exercise – Chapter 17 | 1 year | ||
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