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ideas about measurement in terms of point and set paradigms

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FIRST YEAR PHYSICS STUDENTS’ IDEAS 15<br />

Table 5.<br />

Students’ use <strong>of</strong> <strong>paradigms</strong> for data collection, data process<strong>in</strong>g<br />

<strong>and</strong> data-<strong>set</strong> comparison after <strong>in</strong>struction<br />

Paradigm used for DMSU<br />

Po<strong>in</strong>t Set Not<br />

paradigm paradigm codeable Total<br />

Classification Consistent po<strong>in</strong>t 3 6 0 9<br />

based on all paradigm (4%) (9%) (0%) (13%)<br />

previous Mixed 11 17 1 29<br />

probes paradigm (17%) (24%) (1%) (42%)<br />

Consistent <strong>set</strong> 14 16 0 30<br />

paradigm (20%) (23%) (0%) (43%)<br />

Not 1 1 0 2<br />

codeable (1%) (1%) (0%) (3%)<br />

Total 29 40 1 70<br />

(42%) (57%) (1%) (100%)<br />

fewer than half <strong>of</strong> this group (23% <strong>of</strong> the sample) appear to be located firmly with<strong>in</strong><br />

the <strong>set</strong> paradigm. Thus for the DMSU probe, three-quarters <strong>of</strong> the students either<br />

resorted to a po<strong>in</strong>t paradigm action (42%) or appear to have used the correct <strong>set</strong><br />

paradigm action by rote or <strong>in</strong> an ad hoc way (33% = 57%723%71%). There<br />

appears to be no relationship between ability <strong>of</strong> the students to apply the formalistic<br />

rules <strong>of</strong> overlapp<strong>in</strong>g <strong>in</strong>tervals <strong>and</strong> their underly<strong>in</strong>g underst<strong>and</strong><strong>in</strong>g <strong>of</strong> the<br />

statistical nature <strong>of</strong> <strong>measurement</strong>. In other words, the present results suggest<br />

that the ability <strong>of</strong> students to reason appropriately when the results are provided<br />

<strong>in</strong> a formal way (i.e. as a mean <strong>and</strong> a st<strong>and</strong>ard deviation) does not imply that the<br />

same students have developed a commensurate conceptual underst<strong>and</strong><strong>in</strong>g <strong>of</strong> the<br />

underly<strong>in</strong>g pr<strong>in</strong>ciples.<br />

Discussion<br />

The results <strong>of</strong> the present study support the view that the procedural underst<strong>and</strong><strong>in</strong>g<br />

<strong>of</strong> the students dur<strong>in</strong>g the phases <strong>of</strong> data collection, data process<strong>in</strong>g (by<br />

calculation or graph) <strong>and</strong> data <strong>set</strong> comparison (for quality or compatibility) can be<br />

characterized <strong>in</strong> <strong>terms</strong> <strong>of</strong> po<strong>in</strong>t <strong>and</strong> <strong>set</strong> <strong>paradigms</strong>. These <strong>paradigms</strong> form a useful<br />

basis for the <strong>in</strong>terpretation <strong>of</strong> the decision-mak<strong>in</strong>g processes <strong>and</strong> actions dur<strong>in</strong>g<br />

<strong>in</strong>vestigative activities <strong>in</strong> the laboratory <strong>and</strong> can therefore be used to <strong>in</strong>form<br />

laboratory curriculum development.<br />

Nearly all <strong>of</strong> the present students could be classified as subscrib<strong>in</strong>g to the po<strong>in</strong>t<br />

paradigm prior to <strong>in</strong>struction. Even when an action associated with the <strong>set</strong> paradigm,<br />

for example f<strong>in</strong>d<strong>in</strong>g a mean, was used by the students, their responses to the<br />

probes which dealt with the spread <strong>in</strong> <strong>set</strong>s <strong>of</strong> data (the SMDS <strong>and</strong> DMSS probes)<br />

confirmed that their <strong>set</strong> reason<strong>in</strong>g was either undeveloped or nonexistent. After<br />

their laboratory course, the vast majority <strong>of</strong> the students were able to represent a<br />

<strong>set</strong> <strong>of</strong> <strong>measurement</strong>s <strong>of</strong> a quantity by a mean. However, the fact that the mean <strong>of</strong> a<br />

<strong>set</strong> <strong>of</strong> <strong>measurement</strong>s has little significance without some <strong>in</strong>dication <strong>of</strong> an <strong>in</strong>terval <strong>of</strong><br />

uncerta<strong>in</strong>ty seems not to have been widely <strong>in</strong>ternalized (see tables 3 <strong>and</strong> 4). This<br />

fact was evidenced by the response patterns <strong>in</strong> the probes (SMDS <strong>and</strong> DMSS <strong>and</strong>

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