Correspondence Analysis and Multiple Correspondence Analysis

by Tim 31. May 2010 11:32

Correspondence analysis creates plots showing the relationship between multiple variables.

Q automatically works out the right type of map based on the data you choose to analyse.  It can create maps showing the rows and columns of a table, between individual respondents in the raw data and between three or more sets variables (multiple correspondence analysis)

The maps are exported to Microsoft Office applications as fully-editable charts.  You can export either the traditional scatterplot or a moon plot.


 

 

 

Create maps by clicking on the Create menu and selecting Map.  

A series of online tutorials explain how to create maps.  From the Help menu, select Online Training, login and go Multivariate Techniques and Maps.

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Max-Diff

by Tim 31. May 2010 11:05

Max-Diff, sometimes known as a best-worst scaling, presents people with short lists of attributes and asks which they like best and which they like worst.  This is done multiple times, with different sets of attributes each time.  The sets of attributes are determined from an experimental design.

You can analyse Max-Diff questions in Q just like any other type of question, such as by crosstabbing with other questions, trees, latent class analysis, smart tables, mixture models, individual-level parameters and mapping. 

Max-diff and anchored max-diff experiments are setup in Q as Ranking questions, unless they are best-worst conjoint, in which case they are setup as an Experiment.  

This feature is only available in Q4; contact support@q-researchsoftware.com for a free upgrade.

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Trees

by Tim 31. May 2010 10:53

Trees show the relationship between two sets of questions as an  upside-down tree.

While most tree-based methods, such as CHAID and CART only predict a single categorical or numeric variable, Q’s approach can predict all the different types of data: numeric, categorical, rankings, multiple response, conjoint and other types of experiments.   

The figure below shows Q’s graphical representation of segmentation, with bars showing categorical data and histograms representing numeric data.  

 

 

In Q4, trees are created by clicking on the Create menu, selecting Segments, selecting Split by questions (tree) and choose the questions to split by.  Contact support@q-researchsoftware.com for a free upgrade to Q4.

An online tutorial explains how to create trees.  From the Help menu in Q, select Online Training, sign in, then go to Multivariate TechniquesSegments and Trees.

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Latent Class Analysis

by Tim 31. May 2010 10:47

Latent class analysis finds groups in data.  It is most commonly used for market segmentation. 

Latent class analysis is a big improvement on cluster analysis.  It automatically deals with missing data; even if there are lots of “don’t know” responses, each person is still assigned to a segment.  It accommodates all the different types of data: numeric, categorical, rankings, multiple response, conjoint and other types of experiments.   

The figure below show’s Q’s graphical representation of segmentation, with bars showing categorical data and histograms representing numeric data. 

 

In Q4, latent class analysis is conducted by clicking on the Create menu and selecting Segments; contact support@q-researchsoftware.com for a free upgrade to Q4.

An online tutorial explains how to use latent class analysis.  From the Help menu in Q, select Online Training, sign in, then go Multivariate TechniquesSegments and Latent Class Analysis.

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Variable comments

by Jan 28. May 2010 13:19

Every variable in Q can have a comment added to it by right-clicking on it and selecting New Comment for Variable…. This allows you to easily work out why you did something, e.g. implemented a particular recode, because you have typed in the details.

Once you have added a comment, a little red marker lets you know that a comment exists, and you can click on the marker to go straight to the comment (just like Excel).

Thanks go to Scott Maclean for this tip.

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Show multiple statistics quickly

by Jan 28. May 2010 12:53

Have you ever needed to show multiple statistics on a table, such as n, Base n, Total %?

Instead of right-clicking each time to re-open the menu, just hold down Ctrl on your keyboard while you click on the name of the statistic, and the menu will remain open, allowing you to select another statistic quickly!

This feature was introduced in Q4.

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