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Research in Engineering Education Symposium 2011 - rees2009

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Universidad Politécnica de Madrid (UPM) Pág<strong>in</strong>a 852 de 957<br />

Results<br />

Average scores for the four problems that students solved are presented <strong>in</strong> Table 1.<br />

Average scores separated by problem type are presented <strong>in</strong> Table 2. On average students<br />

scored significantly higher on problems with few decision po<strong>in</strong>ts (78%) than problems<br />

with many decision po<strong>in</strong>ts (56%), t (1, 118) = 4.25, p < .001. A greater number of decision<br />

po<strong>in</strong>ts was expected to result <strong>in</strong> more challeng<strong>in</strong>g problems because the problem solver<br />

would have to consider a greater number of variables while generat<strong>in</strong>g a solution. In<br />

contrast, students scored higher on open-ended problems (75%) compared to closedended<br />

problems (59%), t (1, 118) = 2.98, p < .001.<br />

This was an unexpected f<strong>in</strong>d<strong>in</strong>g, as it had been anticipated that students would have lower<br />

scores on the two open-ended problems. The average score for problem 3 was much<br />

higher than the average scores for the other three problems, and, <strong>in</strong> addition, the variance<br />

for this problem was much lower than that of other problems. The unusually high scores<br />

of students on this problem likely contributed to the unexpectedly higher scores on the<br />

open-ended problems. Qualitative data from the ten students who participated <strong>in</strong> the th<strong>in</strong>k<br />

alouds were exam<strong>in</strong>ed to ga<strong>in</strong> further <strong>in</strong>sight <strong>in</strong>to this unexpected f<strong>in</strong>d<strong>in</strong>g. Although<br />

students scored higher on open-ended problems, students who participated <strong>in</strong> the th<strong>in</strong>k<br />

alouds expressed greater discomfort with these problems due to the ambiguous nature of<br />

the problems. Analysis of the th<strong>in</strong>k aloud data from the two open-ended problems resulted<br />

<strong>in</strong> three themes describ<strong>in</strong>g students‘ responses to ambiguity: 1. Students had difficulty<br />

access<strong>in</strong>g the problems, 2. Students used various processes to deal with ambiguity, and 3.<br />

Students made decisions <strong>in</strong> various ways <strong>in</strong> response to ambiguity. With<strong>in</strong> each of these<br />

themes are subthemes which describe the k<strong>in</strong>ds of difficulties that students had with<br />

access<strong>in</strong>g the problems, the processes that students used to deal with ambiguity, and the<br />

k<strong>in</strong>ds of decisions that students made <strong>in</strong> response to ambiguity that they encountered <strong>in</strong><br />

the problems.<br />

Proceed<strong>in</strong>gs of <strong>Research</strong> <strong>in</strong> Eng<strong>in</strong>eer<strong>in</strong>g <strong>Education</strong> <strong>Symposium</strong> <strong>2011</strong><br />

Madrid, 4 th - 7 th October <strong>2011</strong>

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