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The role of metacognitive skills in learning to solve problems

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Study I: Pilot 71<br />

In conclusion, the aim <strong>of</strong> the HollandSky test was <strong>to</strong> measure low-road<br />

transfer. <strong>The</strong>re is some evidence that students are capable <strong>of</strong> apply<strong>in</strong>g<br />

knowledge and <strong>skills</strong> acquired <strong>in</strong> KM Quest <strong>to</strong> a somewhat different case.<br />

<strong>The</strong> effect is, however, rather limited. It is based on a selected group <strong>of</strong><br />

participants that completed all the items <strong>of</strong> the test.<br />

Post-test results do not significantly relate <strong>to</strong> course grades. It appears<br />

that the <strong>in</strong>stitutional course grade is based on different theories<br />

<strong>of</strong> KM than KM Quest. A careful review<strong>in</strong>g <strong>of</strong> the answers on the open<br />

questions from the HollandSky test showed that students do not particularly<br />

use the pr<strong>in</strong>ciples <strong>of</strong> KM Quest but rather the pr<strong>in</strong>ciples taught<br />

<strong>in</strong> the <strong>in</strong>stitutional KM course. This is <strong>in</strong> fact negative transfer. Thus,<br />

there is reason <strong>to</strong> believe that the <strong>in</strong>stitutional KM course and KM Quest<br />

<strong>in</strong>terfered. In a subsequent study it is therefore better that students first<br />

play KM Quest before start<strong>in</strong>g with the <strong>in</strong>stitutional course.<br />

4.3.3 Metacognition<br />

4.3.3.1 Retrospective measure: MSLQ<br />

Cronbach’s alpha for the scale metacognition is 0.69. This is an <strong>in</strong>dication<br />

<strong>of</strong> moderate <strong>to</strong> sufficient reliability. On average, the subsample <strong>of</strong><br />

students scores 3.87 (SD = 0.57) on the scale metacognition. This shows<br />

that students only marg<strong>in</strong>ally agree with us<strong>in</strong>g <strong>metacognitive</strong> <strong>skills</strong> <strong>in</strong><br />

KM Quest. No significant correlations exist between learn<strong>in</strong>g measures<br />

and the self-reported use <strong>of</strong> <strong>metacognitive</strong> <strong>skills</strong>. A reason for this could<br />

be the rather low number <strong>of</strong> cases <strong>in</strong> the subsample.<br />

4.3.3.2 Development <strong>of</strong> the cod<strong>in</strong>g scheme<br />

With regard <strong>to</strong> the selection <strong>of</strong> data on which pro<strong>to</strong>col analysis was<br />

performed, only those cases without miss<strong>in</strong>g data <strong>in</strong> the post-test were<br />

taken <strong>in</strong><strong>to</strong> account (see page 68). Mean post-test scores <strong>of</strong> the teams<br />

were calculated based upon the rema<strong>in</strong><strong>in</strong>g team members. Members <strong>of</strong><br />

team 86 performed worst on the post-test (average score on the post-test<br />

<strong>of</strong> the team member = 3.27, N = 3) and members <strong>of</strong> team 78 performed<br />

best on the post-test (6.88, N = 2).<br />

<strong>The</strong> objective <strong>of</strong> perform<strong>in</strong>g pro<strong>to</strong>col analysis is <strong>to</strong> validate the cod<strong>in</strong>g<br />

scheme. Accord<strong>in</strong>g <strong>to</strong> the theoretical model, communication is annotated<br />

at the meta- and object-level. When apply<strong>in</strong>g the theoretical<br />

model <strong>to</strong> the data <strong>in</strong> order <strong>to</strong> arrive at a cod<strong>in</strong>g scheme, two types <strong>of</strong><br />

deviations can occur. First, the pro<strong>to</strong>cols show categories <strong>of</strong> behaviour<br />

not <strong>in</strong>cluded <strong>in</strong> the theoretical model. Second, some <strong>of</strong> the proposed<br />

categories <strong>in</strong> the theoretical model do not occur <strong>in</strong> the pro<strong>to</strong>cols (van<br />

Someren et al., 1994). Three adaptations are proposed because these

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