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The role of metacognitive skills in learning to solve problems

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128<br />

No − model<br />

Model<br />

Retrospective Pre-test Post-test Pre-test Post-test<br />

Declarative<br />

MS− .51 .16 13 .63 .13 13 .49 .08 11 .63 .11 11<br />

MS+ .52 .09 10 .64 .09 10 .50 .12 12 .59 .08 12<br />

Specific procedural<br />

MS− .41 .20 13 .56 .14 13 .50 .16 11 .71 .12 11<br />

MS+ .48 .10 10 .57 .10 10 .54 .16 12 .69 .10 12<br />

General procedural<br />

MS− .47 .11 13 .62 .09 13 .50 .14 11 .64 .10 11<br />

MS+ .51 .14 10 .55 .11 10 .56 .13 12 .56 .08 12<br />

Transfer<br />

MS− .71 0.07 13 .67 0.11 10<br />

MS+ .72 0.07 11 .71 0.07 12<br />

Table 6.13. Mean and standard deviation <strong>of</strong> the pre- and post-test scores on declarative<br />

knowledge measured <strong>in</strong> proportion <strong>of</strong> correct answers. Retrospective measurement<br />

<strong>of</strong> metacognition.<br />

Condition * Metacognition Prospective Retrospective<br />

Declarative F = 1.03 p = 0.32 F = 0.11 p = 0.64<br />

Specific procedural F = 0.37 p = 0.55 F = 0.26 p = 0.62<br />

General procedural F = 0.66 p = 0.42 F = 0.09 p = 0.76<br />

Transfer F = 0.35 p = 0.56 F = 0.38 p = 0.54<br />

Table 6.14. F-value and significance <strong>of</strong> the between subjects <strong>in</strong>teraction effect <strong>of</strong><br />

Condition * Metacognition for both test-tak<strong>in</strong>gs <strong>of</strong> the MSLQ.<br />

For the <strong>in</strong>dividual conditions, no significant correlation coefficients<br />

exist between time-on-task versus declarative, specific or general procedural<br />

knowledge or transfer. For the first three measures, effects <strong>of</strong> the<br />

pre-test scores were partialed out. In the model condition no relation exists<br />

between <strong>to</strong>tal time spent play<strong>in</strong>g KM Quest and learn<strong>in</strong>g measures,<br />

nor <strong>in</strong> the no-model condition. Only if time-on-task correlates significantly<br />

with post-test measures <strong>of</strong> learn<strong>in</strong>g <strong>in</strong> the <strong>in</strong>dividual conditions,<br />

could it be used as a covariate (Stevens, 2002). S<strong>in</strong>ce this is not the<br />

case, the conclusion is that <strong>in</strong> this study time-on-task is not related <strong>to</strong><br />

learn<strong>in</strong>g results. <strong>The</strong>refore, the fact that students <strong>in</strong> the model condition<br />

acquire more KM model-specific procedural knowledge than students <strong>in</strong>

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