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Evaluation of the Australian Wage Subsidy Special Youth ...

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161<br />

The characteristics <strong>of</strong> <strong>the</strong> SYETP participant pr<strong>of</strong>ile affected by <strong>the</strong> sample reduction are<br />

quite different to those among <strong>the</strong> comparison group. Amongst <strong>the</strong> comparison group,<br />

fewer <strong>of</strong> those lost had employed partners. As well, <strong>the</strong> pr<strong>of</strong>ile <strong>of</strong> schooling was different,<br />

more <strong>of</strong> those lost had year 12 and year 9 schooling, but fewer had year 11. The pattern<br />

<strong>of</strong> job lengths held by those <strong>of</strong> <strong>the</strong> comparisons lost was different to those remaining:<br />

more had held jobs <strong>of</strong> one to 2 years, but less had held jobs <strong>of</strong> three years or more. The<br />

locations <strong>of</strong> those lost also differ from <strong>the</strong> locations <strong>of</strong> those who remain in <strong>the</strong><br />

comparison group, with more in New South Wales and <strong>Australian</strong> Capital Territory, and<br />

fewer in South Australia or Nor<strong>the</strong>rn Territory, less came from rural areas or country<br />

towns, and more were from cities. It is conspicuous that <strong>the</strong> location <strong>of</strong> those lost within<br />

<strong>the</strong> comparison group reflects <strong>the</strong> overall pattern observed earlier in Table 5.2. The bulk<br />

<strong>of</strong> observations being in <strong>the</strong> comparison group enforces <strong>the</strong> influence <strong>of</strong> this group’s<br />

pr<strong>of</strong>ile upon <strong>the</strong> overall statistics in Table 2.<br />

The variation in <strong>the</strong> effects within <strong>the</strong> SYETP treatment and comparison groups gives<br />

rise to concerns that SYETP participation as measured in <strong>the</strong> ALS data used may be<br />

affected by <strong>the</strong> data problems due to sample reduction. The former analysis <strong>of</strong> <strong>the</strong> overall<br />

effects <strong>of</strong> sample reduction also showed evidence <strong>of</strong> SYETP being affected, as well as<br />

potential regressor variables. The source <strong>of</strong> sample reduction is now controlled for in<br />

fur<strong>the</strong>r dissection <strong>of</strong> <strong>the</strong> univariate effects.

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