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Hands-On Data Science for Marketing

You're reading from   Hands-On Data Science for Marketing Improve your marketing strategies with machine learning using Python and R

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Product type Paperback
Published in Mar 2019
Publisher Packt
ISBN-13 9781789346343
Length 464 pages
Edition 1st Edition
Languages
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Author (1):
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Yoon Hyup Hwang Yoon Hyup Hwang
Author Profile Icon Yoon Hyup Hwang
Yoon Hyup Hwang
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Table of Contents (20) Chapters Close

Preface 1. Section 1: Introduction and Environment Setup FREE CHAPTER
2. Data Science and Marketing 3. Section 2: Descriptive Versus Explanatory Analysis
4. Key Performance Indicators and Visualizations 5. Drivers behind Marketing Engagement 6. From Engagement to Conversion 7. Section 3: Product Visibility and Marketing
8. Product Analytics 9. Recommending the Right Products 10. Section 4: Personalized Marketing
11. Exploratory Analysis for Customer Behavior 12. Predicting the Likelihood of Marketing Engagement 13. Customer Lifetime Value 14. Data-Driven Customer Segmentation 15. Retaining Customers 16. Section 5: Better Decision Making
17. A/B Testing for Better Marketing Strategy 18. What's Next? 19. Other Books You May Enjoy

Data-Driven Customer Segmentation

In marketing, we often try to understand the behavior of certain subgroups of the customer base. Especially in targeted marketing, marketers try to segment the customer base in certain ways and focus on each target segment or customer group. This concentration on certain target customer segments results in better performance, as the needs and interests of those customers in the target group align and match better with the business's products, services, or content.

In this chapter, we are going to dive deeper into the concept of customer segmentation. We will discuss what customer segmentation is, the importance and benefits of having a good understanding of different segments of the customer base, and how to utilize customer segment analysis results for different marketing strategies. Aside from a more traditional way of segmenting the customer...

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