Business Analytics: Communicating With Numbers
2nd Edition
9355323492
·
9789355323491
© 2023 | Published: May 16, 2023
OverviewThis book, one of the most thorough texts on business analytics, is created especially for management students. It offers a comprehensive approach to business analytics that combines qualitative reasoning with quantitative tools to pin
1. Introduction to Business Analytics
2. Summary Measures
3. Data Visualization
4. Probability and Probability Distributions
5. Statistical Inference
6. Regression Analysis
7. More Topics in Regression Analysis
8. Logistic Regression
9. Forecasting with Time Series Data
10. Introduction to Data Mining
11. Supervised Data Mining: k-Nearest Neighbors and Naïve Bayes
12. Supervised Data Mining: Decision Trees
13. Unsupervised Data Mining
14. Spreadsheet Modeling
15. Risk Analysis and Simulation
16. Optimization: Linear Programming
17. More Applications in Optimization
APPENDIXES
APPENDIX A Data Management and Wrangling
APPENDIX B Big Data Sets: Variable Description and Data Dictionary
APPENDIX C Getting Started with Excel and Excel Add-Ins
APPENDIX D Getting Started with R
APPENDIX E Answers to Selected Exercises
Index
2. Summary Measures
3. Data Visualization
4. Probability and Probability Distributions
5. Statistical Inference
6. Regression Analysis
7. More Topics in Regression Analysis
8. Logistic Regression
9. Forecasting with Time Series Data
10. Introduction to Data Mining
11. Supervised Data Mining: k-Nearest Neighbors and Naïve Bayes
12. Supervised Data Mining: Decision Trees
13. Unsupervised Data Mining
14. Spreadsheet Modeling
15. Risk Analysis and Simulation
16. Optimization: Linear Programming
17. More Applications in Optimization
APPENDIXES
APPENDIX A Data Management and Wrangling
APPENDIX B Big Data Sets: Variable Description and Data Dictionary
APPENDIX C Getting Started with Excel and Excel Add-Ins
APPENDIX D Getting Started with R
APPENDIX E Answers to Selected Exercises
Index
Overview
This book, one of the most thorough texts on business analytics, is created especially for management students. It offers a comprehensive approach to business analytics that combines qualitative reasoning with quantitative tools to pin
This book, one of the most thorough texts on business analytics, is created especially for management students. It offers a comprehensive approach to business analytics that combines qualitative reasoning with quantitative tools to pin