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The role of metacognitive skills in learning to solve problems

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Study I: Pilot 67<br />

objective, a second person was assigned <strong>in</strong> order <strong>to</strong> judge the <strong>in</strong>ter-<br />

‘observer’ reliability. For this, four cases (15 percent <strong>of</strong> the data, randomly<br />

chosen) were marked by both persons and the agreement <strong>in</strong> terms<br />

<strong>of</strong> a correlation coefficient was calculated (Van den Br<strong>in</strong>k & Mellenbergh,<br />

1998). <strong>The</strong> correlation between the two sets <strong>of</strong> data is significant (r =<br />

0.89, p < 0.01). Thus the mark<strong>in</strong>g performed by the experimenter was<br />

sufficiently objectively.<br />

In order <strong>to</strong> judge test reliability, Cronbach’s alpha was calculated for<br />

both test versions. In table 4.1 the results are displayed. All 27 students<br />

completed the pre-test, dur<strong>in</strong>g the post-test two students were miss<strong>in</strong>g.<br />

<strong>The</strong> reliability is calculated for each version. Pre- and post-test scores<br />

can be taken <strong>to</strong>gether s<strong>in</strong>ce the objective is <strong>to</strong> judge one test which<br />

was adm<strong>in</strong>istrated two times. <strong>The</strong> results <strong>in</strong>dicate that test versions are<br />

highly reliable even with only 11 question items (2 for declarative and 9<br />

for procedural knowledge). And even although it seems that version B<br />

is possibly easier, a Mann-Whitney test reveals no significant differences<br />

between both mean scores <strong>of</strong> the pre-test (see table 4.2).<br />

In conclusion, the reliability <strong>of</strong> the HollandSky test is sufficient. Furthermore,<br />

the results <strong>in</strong>dicate that the different test versions are comparable<br />

<strong>in</strong> terms <strong>of</strong> difficulty.<br />

Alpha N<br />

Version A (11 items) .80 27<br />

Version B (11 items) .89 25<br />

Table 4.1. Cronbach’s alpha, number <strong>of</strong> cases and number <strong>of</strong> question items for both<br />

test versions.<br />

In table 4.2 the mean and standard deviation <strong>of</strong> the HollandSky test<br />

results (pre- and post-) and <strong>in</strong>stitutional course grade for both groups<br />

<strong>of</strong> students are shown. Group AB received the A version <strong>of</strong> HollandSky<br />

dur<strong>in</strong>g the pre-test and subsequently the B version dur<strong>in</strong>g the post-test,<br />

and vice versa for the other group.<br />

A Wilcoxon signed-ranks test was used <strong>in</strong> order <strong>to</strong> compare the scores<br />

on pre- and post-test. This nonparametric test can be used when compar<strong>in</strong>g<br />

paired scores when one cannot comply with the conditions for a<br />

parametric test (e.g. at least thirty cases and normality <strong>of</strong> test scores<br />

<strong>in</strong> terms <strong>of</strong> kur<strong>to</strong>sis and skewness <strong>of</strong> the distribution). Although the<br />

scores on the pre- and post-test are distributed normally, because <strong>of</strong><br />

the rather low number <strong>of</strong> cases a nonparametric test is preferable. A<br />

small <strong>in</strong>crease <strong>in</strong> mean test scores exists, but no significant differences

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