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RESEARCH METHOD COHEN ok

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544 QUANTITATIVE DATA ANALYSIS<br />

Box 24.37<br />

Means and standard deviations for a t-test<br />

Group statistics<br />

How well learners are cared for,<br />

guided and supported<br />

Who are you N Mean SD SE mean<br />

Leader/SMT member<br />

Teachers<br />

347<br />

653<br />

8.37<br />

8.07<br />

2.085<br />

2.462<br />

0.112<br />

0.096<br />

Box 24.38<br />

The Levene test for equality of variances in a t-test<br />

Independent samples test<br />

Levene’s test<br />

for equality<br />

of variances<br />

t-test for equality of means<br />

How well<br />

learners are<br />

cared for,<br />

guided and<br />

supported<br />

Equal variances<br />

assumed<br />

Equal variances<br />

not assumed<br />

95 % confidence<br />

interval of the<br />

difference<br />

Sig. Mean SE<br />

F Sig. t df (2-tailed) difference difference Lower Upper<br />

8.344 0.004 1.92 998 0.055 0.30 0.155 0.006 0.603<br />

2.02 811.922 0.044 0.30 0.148 0.009 0.589<br />

Having discovered which row to follow, in our<br />

example it is the second row, we go along to the<br />

column ‘Sig. (2-tailed)’. This tells us that there is a<br />

statistically significant difference between the two<br />

groups – leaders/SMT and the teachers – because<br />

the significance level is 0.044 (i.e. ρ0.05). Hence it<br />

is sometimes important to know whether equal<br />

variances are to be assumed or not to be assumed.<br />

In the example here we find that there is<br />

astatisticallysignificantdifferencebetweenthe<br />

means of the two groups, i.e. the leaders/SMT<br />

do not share the same perception as the teachers<br />

that the learners are well cared for, guided and<br />

supported, typically the leaders/SMT are more<br />

generous than the teachers. This is of research<br />

interest, e.g. to discover the reasons for, and impact<br />

of, the differences of perception. It could be, for<br />

example, that the leaders/SMT have a much rosier

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