Computational Considerations
This section documents
schematically the data processing steps involved in this project. Providing
this scheme of the steps involved should allow other researchers to pursue
the same steps should they wish.
All cluster analysis was carried out using the CLUSTAN Graphics (Wishart,
1999) clustering software. This software was utilised because of the ease
with which it could be used (in interface with XL), and the graphical
output that it could provide.
Crosstabulations and quantitative analyses were carried out utilising
SPSS softeware.
Microsoft XL software was used in some data manipulation and in the development
of the graphs of cluster group profiles.
The process of analysis involved several transfers of the NEMP datasets
provided (and transformations into different data formats). The flow of
the data through these stages is illustrated in the five figures below.
The
Stages of the Analysis
The figures provided illustrate the handling of the NEMP data though 5
stages of the computations involved in analysis. The stages and the figures
provided are those of:
-
Creation of XL files suitable for CLUSTAN
The step of data translation and merging to move from individual systat
files to an aggregated XL file (and also an SPSS data file). See Figure
1.
-
From XL file to the Cluster Analysis Results.
The operational decisions in utilising CLUSTAN Graphics and the results
obtained.
See Figure 2.
-
From Cluster Analysis to Validated Cluster Solution.
The validation of the cluster solutions in terms of their within-cluster
and between-cluster distances and their lying outside the values expected
in Null cluster dataset solutions.
See Figure 3.
-
Quantitative Analysis of Cluster Membership
The comparison of the cluster solutions in terms of their discriminating
capacity on external variables (using SPSS). See Figure
4.
-
Qualitative Analysis of Cluster Membership
Obtaining an intuitive understanding of the clusters via labelling of
cluster groups and relating the results of cluster groups to each other
and the National curriculum. See Figure 5.
Figure
1 Creation of XL files suitable for CLUSTAN
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