Book Image

Data Analysis with IBM SPSS Statistics

By : Ken Stehlik-Barry, Anthony Babinec
Book Image

Data Analysis with IBM SPSS Statistics

By: Ken Stehlik-Barry, Anthony Babinec

Overview of this book

SPSS Statistics is a software package used for logical batched and non-batched statistical analysis. Analytical tools such as SPSS can readily provide even a novice user with an overwhelming amount of information and a broad range of options for analyzing patterns in the data. The journey starts with installing and configuring SPSS Statistics for first use and exploring the data to understand its potential (as well as its limitations). Use the right statistical analysis technique such as regression, classification and more, and analyze your data in the best possible manner. Work with graphs and charts to visualize your findings. With this information in hand, the discovery of patterns within the data can be undertaken. Finally, the high level objective of developing predictive models that can be applied to other situations will be addressed. By the end of this book, you will have a firm understanding of the various statistical analysis techniques offered by SPSS Statistics, and be able to master its use for data analysis with ease.
Table of Contents (17 chapters)
4
Dealing with Missing Data and Outliers
10
Crosstabulation Patterns for Categorical Data

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...