data mining techniques - LSR Online
data mining techniques - LSR Online
data mining techniques - LSR Online
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Understanding Perceptions of<br />
Leicestershire Library Services<br />
Sharon Pye<br />
Leicestershire County Council<br />
Tel: 0116 305 7413<br />
Email: Sharon.Pye@leics.gov.uk
Place Survey<br />
• National benchmark<br />
% people very or fairly satisfied with…<br />
National<br />
East Midlands<br />
Leicstershire<br />
• Service benchmark<br />
0% 20% 40% 60% 80% 100%<br />
% people very or fairly satisfied with…<br />
Local tips / household waste recycling centres<br />
Libraries<br />
Parks and open spaces<br />
Local bus service<br />
Sport / leisure facilities<br />
Local transport information<br />
Museums / galleries<br />
Theatres / concert halls<br />
0% 20% 40% 60% 80% 100%
Cross tabulation<br />
Gender * Satisfaction<br />
Crosstab<br />
Satisfaction<br />
Total<br />
Satisfied neither Dissatisfied<br />
Gender Male Count 2054 825 238 3117<br />
% within Gender 65.9% 26.5% 7.6% 100.0%<br />
% within Satisfaction 40.7% 51.5% 53.7% 44.0%<br />
Std. Residual -3.5 4.5 3.1<br />
Female Count 2991 778 205 3974<br />
% within Gender 75.3% 19.6% 5.2% 100.0%<br />
% within Satisfaction 59.3% 48.5% 46.3% 56.0%<br />
Std. Residual 3.1 -4.0 -2.7<br />
Total Count 5045 1603 443 7091<br />
% within Gender 71.1% 22.6% 6.2% 100.0%<br />
% within Satisfaction 100.0% 100.0% 100.0% 100.0%<br />
Chi-Square Tests<br />
Value<br />
df<br />
Asymp. Sig.<br />
(2-sided)<br />
Pearson Chi-Square 75.390 a 2 .000<br />
Likelihood Ratio 75.052 2 .000<br />
Linear-by-Linear Association 69.465 1 .000<br />
N of Valid Cases 7091<br />
a. 0 cells (.0%) have expected count less than 5. The minimum expected count is 194.73.
Who is satisfied?
CHAID<br />
• Chi-squared Automatic Interaction Detector<br />
• Decision tree technique, based upon cross<br />
tabulations<br />
• Used widely within the Marketing Sector to<br />
target particular segments
Best Users<br />
Which of these activities best describes what you are doing at present?<br />
Full time employee; Unemployed;<br />
Self employed; Full time education;<br />
Doing something else<br />
Retired; Permanently sick or disabled<br />
Part time employee;<br />
Looking after home<br />
Children or not?<br />
How is your health?<br />
Children or not?<br />
Yes<br />
No<br />
Good; Very good<br />
Fair; Bad; Very bad<br />
Yes<br />
No
Summary<br />
Is this analysis useful?<br />
If the answer is yes,<br />
ask for it.