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January 2012 Volume 15 Number 1 - Educational Technology ...

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Map Analysis in Transfer Test<br />

Figure 6 displays the average number of relevant and expert concepts and propositions in the student maps in<br />

ecology. There was no significant difference among the three groups with respect to the number of relevant<br />

propositions in the maps. But there were significant differences among the three groups as to relevant concepts (F (2,<br />

26) = 4.702, p = .018) and expert concepts (F (2, 26) = 9. 744, p = .001).<br />

The overall results of the transfer test are reported in Table 3. The post-hoc tests of Gabriel’s procedure on the<br />

transfer test show the significant differences between the NP and GP groups on both relevant concepts (MD = .911, p<br />

= .0<strong>15</strong>) and expert concepts (MD = 1.256, p = .001). More importantly, there was also a significant difference<br />

between the GP and SP groups on the expert concepts (MD = .956, p = .010).<br />

Table 3. Overall Results of Transfer Test<br />

Groups Relevant<br />

Relevant<br />

Expert<br />

Expert<br />

Concepts<br />

Propositions<br />

Concepts<br />

Propositions<br />

M SD M SD M SD M SD<br />

NP 2.20 0.632 1.80 .789 2.30 .675 1.60 .699<br />

SP 2.60 .516 2.50 .972 2.60 .516 2.20 .919<br />

GP 3.11 a .782 2.56 .726 3.56 a, b .726 2.22 .833<br />

a<br />

Significant greater than NP, p < .05<br />

b<br />

Significant greater than SP, p < .05<br />

In sum, the GP group outperformed both the NP and SP groups in the transfer test, while the difference between the<br />

NP group and the SP group was not prominent. The results showed that generic prompts have helped students to<br />

apply what they learnt from one knowledge domain to another knowledge domain. However, specific prompts did<br />

not exhibit transfer effects when time progressed and domain was changed.<br />

Analysis of Response Statements<br />

A detailed analysis of student response statements was conducted to gain a better understanding of the levels of<br />

reflection that each experimental group achieved. The prediction was that the students working with generic prompts<br />

should produce a higher level than students who worked with specific prompts.<br />

A sample transcript of Participants’ response statement is as follows to demonstrate both SP student and GP student<br />

responded to the purposefully designed same question prompts but showed different levels of reflection in their<br />

response statements.<br />

[Agent] What is the most important thing you tried to teach me?<br />

[SP Student Response] What is economics? (Reaction: Report facts)<br />

[GP Student Response] The universality of these links, causes and implications<br />

(Contemplation: Indicate a shift in thought).<br />

[Agent] What is/are the most important thing(s) you learn from me?<br />

[SP Student Response] Demand, supply and price are inter-related and contribute to the idea of<br />

economics in total.<br />

(Elaboration: Provide interpretive analysis of course concepts)<br />

[GP Student Response] What to do when approaching economics in real life.<br />

(Contemplation: Indicate a shift in attitude about himself)<br />

[Agent] Do you learn something from me?<br />

[SP Student Response] Yes, I learn how to organize my thoughts better.<br />

(Contemplation: Indicate a shift in attitude about himself)<br />

[GP Student Response] How to teach better and more clearly.<br />

(Contemplation: Indicate a shift in attitude about himself).<br />

348

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