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The impact of schools on young people's transition to university

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Overall, it is interesting <strong>to</strong> note that school sec<strong>to</strong>r, language background and competitive positi<strong>on</strong><br />

have an important influence <strong>on</strong> both TER and <strong>university</strong> enrolment, whereas school-level<br />

socioec<strong>on</strong>omic status is statistically significant for <strong>university</strong> enrolment <strong>on</strong>ly.<br />

Which influential school attributes matter most?<br />

So far, multi-level analysis has identified a set <str<strong>on</strong>g>of</str<strong>on</strong>g> school attributes that influence TER and <strong>university</strong><br />

enrolment over and above individual background fac<strong>to</strong>rs. But which <str<strong>on</strong>g>of</str<strong>on</strong>g> these attributes matter most<br />

for each outcome? One approach <strong>to</strong> exploring this questi<strong>on</strong> is via the Chi-square Au<strong>to</strong>matic Interacti<strong>on</strong><br />

Detecti<strong>on</strong> (CHAID) method. Based <strong>on</strong> their influential attributes, CHAID places <str<strong>on</strong>g>schools</str<strong>on</strong>g> in<strong>to</strong> maximally<br />

different groups that best predict the outcome <str<strong>on</strong>g>of</str<strong>on</strong>g> interest. As a result, the CHAID method creates a<br />

tree diagram that allocates influential school attributes by order <str<strong>on</strong>g>of</str<strong>on</strong>g> relative importance. 20 It is<br />

important <strong>to</strong> note that school attributes in the CHAID analyses for TER and <strong>university</strong> enrolment<br />

again represent net school effects, meaning that all influential student-level characteristics are<br />

accounted for.<br />

TER<br />

Figure 4 depicts the tree diagram for predicted TER, holding individual characteristics c<strong>on</strong>stant. <str<strong>on</strong>g>The</str<strong>on</strong>g><br />

<strong>to</strong>p node represents the outcome variable TER and c<strong>on</strong>tains informati<strong>on</strong> <strong>on</strong> the number <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>schools</str<strong>on</strong>g> in<br />

the sample, as well as the overall predicted mean TER from multi-level modelling. <str<strong>on</strong>g>The</str<strong>on</strong>g> lower-level<br />

nodes display influential school attributes <str<strong>on</strong>g>of</str<strong>on</strong>g> TER in descending order <str<strong>on</strong>g>of</str<strong>on</strong>g> importance.<br />

Figure 4 Tree diagram for TER<br />

For the purpose <str<strong>on</strong>g>of</str<strong>on</strong>g> visual clarity, the tree diagram is limited <strong>to</strong> three levels beneath the outcome<br />

variable. Thus, <strong>on</strong>ly five (sec<strong>to</strong>r, gender mix, exposure <strong>to</strong> work, school size, and degree <str<strong>on</strong>g>of</str<strong>on</strong>g> parental<br />

academic pressure) <str<strong>on</strong>g>of</str<strong>on</strong>g> the nine significant school attributes identified through multi-level analysis<br />

appear in the diagram. This does not mean that the four remaining variables (LBOTE quartile,<br />

20 For technical details <strong>on</strong> CHAID, readers are referred <strong>to</strong> Biggs, De Ville and Suen (1991) or Magids<strong>on</strong> (1993).<br />

24 <str<strong>on</strong>g>The</str<strong>on</strong>g> <str<strong>on</strong>g>impact</str<strong>on</strong>g> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>schools</str<strong>on</strong>g> <strong>on</strong> <strong>young</strong> people’s transiti<strong>on</strong> <strong>to</strong> <strong>university</strong>

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