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

Using aggregation to add fields to a file

A dataset contains information that is readily evident in the fields themselves, but it also has useful content that is inherent in data. Often, it is important to place specific values in a broader context to make them more meaningful. Personal income, for example, can be an important predictor in many situations but comparing someone's income with the average income in their area provides a more nuanced view of their relative economic situation. Similarly, a student score on a reading test can be compared to the national average but it is also useful to compare their score with other students in their district or school. A student's score may be just slightly preceding to the national norm but they may have one of the top scores in their school and they could benefit by being included in an advanced reading program.

For the...