Data Mining for Managers

Page 1

Copyrighted material – 9781137406170

Contents List of Figures

vii

Foreword

xi

Acknowledgments

xiii

1.

Introduction

1

2.

Growth of Data Mining—An Historical Perspective

7

3.

Data Mining in the New Economy

15

4.

Using Data Mining for CRM Evaluation

23

5.

The Data Mining Process: Problem Identification

29

6.

The Data Mining Process: Creation of the Analytical File

41

Data Mining Process: Creation of the Analytical File with External Data Sources

59

8.

Data Storage and Security

63

9.

Privacy Concerns Regarding the Use of Data

65

10.

Types and Quality of Data

75

11.

Segmentation

83

12.

Applying Data Mining Techniques

95

13.

Gains Charts

115

14.

Using RFM as One Targeting Option

121

15.

The Use of Multivariate Analysis Techniques

125

16.

Tracking and Measuring

133

7.

Copyrighted material – 9781137406170


Turn static files into dynamic content formats.

Create a flipbook
Issuu converts static files into: digital portfolios, online yearbooks, online catalogs, digital photo albums and more. Sign up and create your flipbook.