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

Comparing Means and ANOVA

One of the fundamental techniques used to check for patterns among data fields involves comparing means across a set of groups. In Chapter 3, Statistics for Individual Data Elements, Means were one of the statistics used as part of the investigation of individual data elements, and they were also included in the group comparison done using the Explore procedure. Here, we will examine mean comparison more formally using significance tests to assess the importance of differences that are present.

Metrics captured for individual units in a dataset, such as length of stay for hospital patients, or sales for a chain of retail stores, can be examined to identity deviations from the overall mean, as well as differences between a pair of subset Means. SPSS Statistics provides a set of procedures designed for various types of mean comparisons. This chapter will...