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RESEARCH METHOD COHEN ok

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550 QUANTITATIVE DATA ANALYSIS<br />

urban, i.e. the differences relate to geographical<br />

location rather than age group in the school. The<br />

Tukey test helps us to locate exactly where the<br />

similarities and differences between groups lie. It<br />

places the means into homogeneous subgroups, so<br />

that we can see which means are close together<br />

but different from other groups of means.<br />

Analysis of variance here tells us that there<br />

are or are not statistically significant differences<br />

between groups; the Tukey test indicates where<br />

these differences lie, if they exist. We advise<br />

using the two tests together. Of course, as with<br />

the t-test, it is sometimes equally important if<br />

we do not find a difference between groups as<br />

if we do find a difference. For example, if we<br />

were to find that there was no difference between<br />

four groups (parents, teachers, students and school<br />

governors/leaders) on a particular issue, say the<br />

move towards increased science teaching, then<br />

this would give us greater grounds for thinking<br />

that a proposed innovation – the introduction<br />

of increased science teaching – would stand a<br />

greater chance of success than if there had been<br />

statistically significant differences between the<br />

groups. Finding no difference can be as important<br />

as finding a difference.<br />

In reporting analysis of variance and the Tukey<br />

test one could use a form of words thus:<br />

Analysis of variance found that there was a<br />

statistically significant difference between rural<br />

and urban schools (F = 8.976, ρ

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