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Data Analysis with IBM SPSS Statistics

You're reading from   Data Analysis with IBM SPSS Statistics Implementing data modeling, descriptive statistics and ANOVA

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Product type Paperback
Published in Sep 2017
Publisher Packt
ISBN-13 9781787283817
Length 446 pages
Edition 1st Edition
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Authors (2):
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Ken Stehlik-Barry Ken Stehlik-Barry
Author Profile Icon Ken Stehlik-Barry
Ken Stehlik-Barry
Anthony Babinec Anthony Babinec
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Anthony Babinec
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Toc

Table of Contents (17) Chapters Close

Preface 1. Installing and Configuring SPSS 2. Accessing and Organizing Data FREE CHAPTER 3. Statistics for Individual Data Elements 4. Dealing with Missing Data and Outliers 5. Visually Exploring the Data 6. Sampling, Subsetting, and Weighting 7. Creating New Data Elements 8. Adding and Matching Files 9. Aggregating and Restructuring Data 10. Crosstabulation Patterns for Categorical Data 11. Comparing Means and ANOVA 12. Correlations 13. Linear Regression 14. Principal Components and Factor Analysis 15. Clustering 16. Discriminant Analysis

Summary

This chapter focused on the various ways aggregation can be utilized to extract implicit information from the data and make it available for use in constructing derived fields that have the potential to yield deeper analytical insights. Adding aggregated variables back to the original dataset is a simple but powerful technique that supports the creation of fields better tailored for predictive modeling. Examples of one- and two-level aggregation were used to show how new datasets can be created to allow modeling at a different unit of analysis. Leveraging the high-level aggregations to identify key records in the original data was also demonstrated.

Finally, the data structuring capabilities in SPSS Statistics was introduced using a basic cases-to-rows consolidation example that illustrated how this allows calculations that would not otherwise be possible. With these data...

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