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Integration <strong>of</strong> Learn<strong>in</strong>g Analytics <strong>in</strong> Blended Learn<strong>in</strong>g Course at a University <strong>of</strong> Technology<br />

Kristie Naidoo, Richard Naidoo<br />

frame retrieval. (Davis 1984) refers to this as the ability to do a systematic search for the<br />

correct frame. Here multiple frames were needed to correctly solve the problem <strong>and</strong> this was<br />

lack<strong>in</strong>g. Student’s also displayed <strong>in</strong>adequacies <strong>in</strong> manipulations <strong>of</strong> fractions.<br />

In question (b) almost 50% <strong>of</strong> the cohort were unable to draw a correct sketch to present the<br />

pro<strong>of</strong>. This is <strong>in</strong>dicative <strong>of</strong> “not know<strong>in</strong>g too much”. These concepts are met at grade 10 at<br />

secondary school. It shows that conceptual underst<strong>and</strong><strong>in</strong>g is lack<strong>in</strong>g.<br />

In question (c) there were 38 percent structural errors. Errors were similar to those <strong>in</strong><br />

question (a). Students were mak<strong>in</strong>g errors <strong>in</strong> connection with variable <strong>in</strong>teraction <strong>and</strong> frames<br />

from algebra were <strong>in</strong>adequately used.<br />

In question (d) the expression sec( x − 360 )<br />

° seemed “unfamiliar” to the majority <strong>of</strong> students.<br />

A relatively high percentage <strong>of</strong> structural errors were recorded (51 percent). In question (d)<br />

there were 58 percent structural errors. This question recorded the most <strong>of</strong> the errors<br />

In question (e) the terms s<strong>in</strong> 2 ( 225 ), cos 2 ( 30 ) <strong>and</strong> s<strong>in</strong> 2<br />

( 60 )<br />

− ° − ° − ° were confus<strong>in</strong>g to<br />

students. Students failed to see that the expression had to be simplified first <strong>and</strong> then squared.<br />

These would represent descriptive analytics <strong>and</strong> provides valuable <strong>in</strong>formation both for<br />

curriculum planners <strong>and</strong> facilitators for future design <strong>of</strong> <strong>in</strong>structional material.<br />

Items from discussion forum forms part <strong>of</strong> both the diagnostic <strong>and</strong> prescriptive analytics. It<br />

provides real time <strong>in</strong>formation on errors <strong>and</strong> misconceptions that students experience.<br />

Some exemplars from the discussion forum on Blackboard were selected for discussion.<br />

Item 1 is the <strong>in</strong>itial post to a problem:<br />

“ cos 2 ( 180 − x)<br />

=− cos<br />

2 x<br />

I just want to ask how we reduce s<strong>in</strong> ( 720 x)<br />

°− ?”<br />

Item 2 is a response to item 1 given by another student:<br />

“ cos ( 180°−x)<br />

is not equal to − cos<br />

You need to work out cos( 180 x)<br />

2 2 x<br />

− <strong>and</strong> then square it. You should write it<br />

like<br />

this:<br />

2<br />

2 2<br />

cos ( 180°− x) = ⎡⎣cos( 180°− x) ⎤⎦<br />

= ( − cos x)<br />

=+ cos x<br />

I hope this helps.”<br />

Then for the other one reduce s<strong>in</strong> ( 720°− x)<br />

to s<strong>in</strong> ( 360 x)<br />

In the fourth quadrant s<strong>in</strong>e is negative so s<strong>in</strong> ( 360 x)<br />

°− <strong>and</strong> them solve it.<br />

°− =− s<strong>in</strong> x<br />

276 Reach<strong>in</strong>g from the roots – 9 th EDEN Research Workshop Proceed<strong>in</strong>gs, 2016, Oldenburg<br />

ISBN 978-615-5511-12-7

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