Product Analytics: Applied Data Science Techniques for Actionable Consumer Insights
Language: English
Published by Pearson Education (US), 2021
- Softcover
- Used
Seller: World of Books Inc, Montgomery, IL, U.S.A.World of Books Inc
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This guide shows how to combine data science with social science to gain unprecedented insight into customer behavior, so you can change it. Joanne Rodrigues-Craig bridges the gap between predictive data science and statistical techniques that reveal why important things happen -- why customers buy more, or why they immediately leave your site -- so you can get more behaviors you want and less you don?t. Drawing on extensive enterprise experience and deep knowledge of demographics and sociology, Rodrigues-Craig shows how to create better theories and metrics, so you can accelerate the process of gaining insight, altering behavior, and earning business value. You?ll learn how to: Develop complex, testable theories for understanding individual and social behavior in web productsThink like a social scientist and contextualize individual behavior in today?s social environmentsBuild more effective metrics and KPIs for any web product or systemConduct more informative and actionable A/B testsExplore causal effects, reflecting a deeper understanding of the differences between correlation and causationAlter user behavior in a complex web productUnderstand how relevant human behaviors develop, and the prerequisites for changing themChoose the right statistical techniques for common tasks such as multistate and uplift modelingUse advanced statistical techniques to model multidimensional systemsDo all of this in R (with sample code available in a separate code manual).…
Seller Inventory # CIN0135258529G
- Title
- Product Analytics: Applied Data Science Techniques for Actionable Consumer Insights
- Author
- Joanne Rodrigues
- Publisher
- Pearson Education (US)
- Publication year
- 2021
- Condition
- Good
- Binding
- Paperback
- Language
- English
- ISBN 10
- 0135258529
- ISBN 13
- 9780135258521
- Series
- Book 9 of 14: Addison-Wesley Data & Analytics
This guide shows how to combine data science with social science to gain unprecedented insight into customer behavior, so you can change it. Joanne Rodrigues-Craig bridges the gap between predictive data science and statistical techniques that reveal why important things happen -- why customers buy more, or why they immediately leave your site -- so you can get more behaviors you want and less you don’t.
Drawing on extensive enterprise experience and deep knowledge of demographics and sociology, Rodrigues-Craig shows how to create better theories and metrics, so you can accelerate the process of gaining insight, altering behavior, and earning business value. You’ll learn how to:
- Develop complex, testable theories for understanding individual and social behavior in web products
- Think like a social scientist and contextualize individual behavior in today’s social environments
- Build more effective metrics and KPIs for any web product or system
- Conduct more informative and actionable A/B tests
- Explore causal effects, reflecting a deeper understanding of the differences between correlation and causation
- Alter user behavior in a complex web product
- Understand how relevant human behaviors develop, and the prerequisites for changing them
- Choose the right statistical techniques for common tasks such as multistate and uplift modeling
- Use advanced statistical techniques to model multidimensional systems
- Do all of this in R (with sample code available in a separate code manual)
"Synopsis" may belong to another edition of this title.
About the Author
Joanne Rodrigues is an experienced data scientist with master’s degrees in mathematics, political science, and demography. She has six years of experience in statistical computing and R programming, as well as experience with Python for data science applications. Her management experience at enterprise companies leverages her ability to understand human behavior by using economic and sociological theory in the context of complex mathematical models.
"About the title" may belong to another edition of this title.
World of Books Inc
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