Cause and Effect Business Analytics and Data Science - Haughton, Dominique
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Présentation Cause And Effect Business Analytics And Data Science Format Relié
- Livre Économie
Résumé :
This book examines under what circumstances, and with which techniques, one can reasonably infer cause and effect in a business setting, and use the insight to drive business decisions. It is written at a level accessible to anyone with a master's degree in analytics, business, economics, statistics, computer science, or a related field....
Biographie: 1. Introduction to Cause-and-Effect Business Analytics 2. Review of common data mining techniques 3. Causality 4. Causality: Synthetic Control, Regression Discontinuity, and Instrumental Variables 5. Directed Acyclic Graphs 6. Uplift Analytics I: Mining for the Truly Responsive Customers and Prospects 7. Test and Learn for Uplift 8. Uplift Analytics III: Model-Driven Decision Making and Treatment Optimization Using Prescriptive Analytics 9. Uplift Analytics IV: Advanced Modeling Techniques for Randomized and Non-Randomized Experiments 10. Causality in Times Series Data 11. Structural Equation Models 12. Discussion and Summary
Sommaire: Dominique Haughton (PhD MIT 1983) is Professor Emerita of Mathematical Sciences and Global Studies at Bentley University near Boston, and Affiliated Researcher at Universit? Paris 1 (Pantheon-Sorbonne, SAMM) and at Universit? Toulouse 1 (TSE-R). Her widely published work concentrates on how to best leverage modern analytics techniques to address questions of business or societal interest. She is an alumna of the Ecole Normale Sup?rieure and a Fellow of the American Statistical Association. Jonathan Haughton earned his PhD in economics from Harvard University in 1983. He has published widely in the areas of economic development, taxation, the environment, and the analysis and measurement of poverty. Until recently, he chaired the economics department at Suffolk University, Boston, and he has taught or worked as a consultant in over 20 countries on five continents. Victor S.Y. Lo is an executive with over three decades of consulting and corporate experience employing data-driven solutions in a wide variety of business areas, including Marketing, Risk Management, Financial Econometrics, Insurance, Product Development, Transportation, Healthcare, Operations Management, and Human Resources, and is a pioneer of uplift modeling. He is currently SVP, Data Science and AI at Fidelity Investments, and has led data science and analytics teams in various organizations. Victor earned a master's degree in Operational Research and a PhD in Statistics, and was a Postdoctoral Fellow in Management Science.
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