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Product Analytics

Applied Data Science Techniques for Actionable Consumer Insights

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. Les mer

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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 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)

Detaljer

Forlag
Addison Wesley
Innbinding
Paperback
Språk
Engelsk
ISBN
9780135258521
Utgivelsesår
2021
Format
23 x 18 cm

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