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Book Description

This business analytics (BA) text discusses the models based on fact-based data to measure past business performance to guide an organization in visualizing and predicting future business performance and outcomes.

It provides a comprehensive overview of analytics in general with an emphasis on predictive analytics. Given the booming interest in analytics and data science, this book is timely and informative. It brings many terms, tools, and methods of analytics together.

The first three chapters provide an introduction to BA, importance of analytics, types of BA-descriptive, predictive, and prescriptive-along with the tools and models. Business intelligence (BI) and a case on descriptive analytics are discussed. Additionally, the book discusses on the most widely used predictive models, including regression analysis, forecasting, data mining, and an introduction to recent applications of predictive analytics-machine learning, neural networks, and artificial intelligence. The concluding chapter discusses on the current state, job outlook, and certifications in analytics.

Table of Contents

  1. Cover Page
  2. Title Page
  3. Copyright Page
  4. Dedication
  5. Contents
  6. Preface
  7. Acknowledgments
  8. Chapter 1 Business Analytics at a Glance
  9. Chapter 2 Business Analytics and Business Intelligence
  10. Chapter 3 Analytics, Business Analytics, Data Analytics, and How They Fit into the Broad Umbrella of Business Intelligence
  11. Chapter 4 Descriptive Analytics—Overview, Applications, and a Case
  12. Chapter 5 Descriptive versus Predictive Analytics
  13. Chapter 6 Key Predictive Analytics Models (Predicting Future Business Outcomes Using Analytic Models)
  14. Chapter 7 Regression Analysis and Modeling
  15. Chapter 8 Time Series Analysis and Forecasting
  16. Chapter 9 Data Mining: Tools and Applications in Predictive Analytics
  17. Chapter 10 Wrap-Up, Overview, Notes on Implementation, and Current State of Business Analytics
  18. Appendices
  19. Additional Readings
  20. About the Author
  21. Index
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