Understanding the predictive analytics lifecycle /

"A high-level, informal look at the different stages of the predictive analytics cycleUnderstanding the Predictive Analytics Lifecycle covers each phase of the development of a predictive analytics initiative. Through the use of illuminating case studies across a range of industries that includ...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριος συγγραφέας: Cordoba, Alberto, 1958-
Μορφή: Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Hoboken, New Jersey : Wiley, 2014.
Σειρά:Wiley and SAS business series.
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
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100 1 |a Cordoba, Alberto,  |d 1958- 
245 1 0 |a Understanding the predictive analytics lifecycle /  |c Alberto Cordoba. 
264 1 |a Hoboken, New Jersey :  |b Wiley,  |c 2014. 
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336 |a text  |2 rdacontent 
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490 1 |a Wiley & SAS business series 
520 |a "A high-level, informal look at the different stages of the predictive analytics cycleUnderstanding the Predictive Analytics Lifecycle covers each phase of the development of a predictive analytics initiative. Through the use of illuminating case studies across a range of industries that include banking, megaresorts, mobile operators, healthcare, manufacturing, and retail, the book successfully illustrates each phase of the predictive analytics cycle to create a playbook for future projects.Predictive business analytics involves a wide variety of inputs that include individuals' skills, technologies, tools, and processes. To create a successful analytics program or project to gain forward-looking insight into making business decisions and actions, all of these factors must properly align. The book focuses on developing new insights and understanding business performance based on extensive use of data, statistical and quantitative analysis, explanatory and predictive modeling, and fact-based management as input for human decisions. The book includes: An overview of all relevant phases: design, prepare, explore, model, communicate, and measure Coverage of the stages of the predictive analytics cycle across different industries and countries A chapter dedicated to each of the phases of the development of a predictive initiative A comprehensive overview of the entire analytic process lifecycle If you're an executive looking to understand the predictive analytics lifecycle, this is a must-read resource and reference guide"--  |c Provided by publisher. 
520 |a "Covers each phase of the development of a predictive analytics initiative. Through the use of case studies across a range of industries that include banking, megaresorts, mobile operators, healthcare, manufacturing, and retail, the book illustrates each phase of the predictive analytics cycle to create a playbook for future projects"--  |c Provided by publisher. 
504 |a Includes bibliographical references and index. 
500 |a Machine generated contents note: Foreword Preface Acknowledgments Chapter 1 Problem Identification and Definition Importance of Clear Business Objectives Office Politics Note Chapter 2 Design and Build The Managing Phase The Planning Phase The Delivery Phase Notes Chapter 3 Data Acquisition Data: the Fuel for Analytics A Data Scientist's Job Notes Chapter 4 Exploration and Reporting Visualization Cloud Reporting Chapter 5 Modeling Churn Model Risk Scoring Model Notes Chapter 6 Actionable Analytics Digital Asset Management Social Media Chapter 7 Feedback What the Different Software Components Should Do Note Conclusion Appendix: Useful Questions Bibliography About the Author Index . 
588 |a Description based on print version record and CIP data provided by publisher. 
505 0 |a Problem identification and definition -- Design and build -- Data acquisition -- Exploration and reporting -- Modeling -- Actionable analytics -- Feedback. 
650 0 |a Decision making  |x Statistical methods. 
650 0 |a Forecasting  |x Mathematical models. 
650 0 |a Business planning. 
650 7 |a BUSINESS & ECONOMICS / Decision-Making & Problem Solving.  |2 bisacsh 
650 7 |a Business planning.  |2 fast  |0 (OCoLC)fst00842819 
650 7 |a Decision making  |x Statistical methods.  |2 fast  |0 (OCoLC)fst00889068 
650 7 |a Forecasting  |x Mathematical models.  |2 fast  |0 (OCoLC)fst00931728 
655 4 |a Electronic books. 
655 0 |a Electronic books. 
776 0 8 |i Print version:  |a Cordoba, Alberto, 1958-  |t Understanding the predictive analytics lifecycle  |d Hoboken, New Jersey : Wiley, 2014  |z 9781118867105  |w (DLC) 2014013347 
830 0 |a Wiley and SAS business series. 
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