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Chapter 5. Growth Dynamics<br />

LIC –<br />

SIC 0.93 –<br />

NOB 0.80 0.81 –<br />

IDC 0.18 0.24 0.15 –<br />

ODC 0.86 0.82 0.77 0.08 –<br />

NOM 0.71 0.66 0.44 0.26 0.63 –<br />

PMC 0.21 0.20 0.09 0.27 0.18 0.75 –<br />

NOA 0.70 0.79 0.48 0.23 0.50 0.53 0.16 –<br />

FOC 0.96 0.87 0.80 0.09 0.85 0.62 0.16 0.67 –<br />

TCC 0.78 0.78 0.53 0.11 0.68 0.56 0.16 0.82 0.84 –<br />

Metric LIC SIC NOB IDC ODC NOM PMC NOA FOC TCC<br />

Table 5.2: Spearman’s Rank Correlation Coefficient values for one<br />

version (0.3.0) <strong>of</strong> JasperReports. Strong correlation values are highlighted.<br />

5.4 Observations<br />

In this section we present our observations within the context <strong>of</strong> the<br />

key research questions. The findings are summarised in Section 5.4.8<br />

<strong>and</strong> discussed in Section 5.5.<br />

5.4.1 Correlation between measures<br />

As an initial step in our analysis to identify if a subset <strong>of</strong> the measures<br />

selected could be eliminated, we ran a correlation analysis between<br />

the 10 metrics under investigation (see Table 5.1). The range <strong>of</strong><br />

the observed correlation coefficient values is summarized (graphically)<br />

in Figure 5.4 using both a box-plot as well as a histogram. The figure<br />

shows, for each metric, the distribution <strong>of</strong> the correlation coefficient<br />

against the other 9 metrics.<br />

Our observations are summarised as follows:<br />

• There exists a strong positive correlation (i.e., > 0.8 [265]) between<br />

some different measures consistently across our entire data set.<br />

The high correlation coefficient values can be seen in skewed histograms<br />

chart in Figure 5.4 for most metrics. Across all system,<br />

except for In-Degree Count <strong>and</strong> Public Method Count the correlation<br />

coefficient values are in general very high.<br />

109

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