DocumentCode
711612
Title
Can computational thinking predict academic performance?
Author
Haddad, Rami J. ; Kalaani, Youakim
Author_Institution
Georgia Southern Univ., Statesboro, GA, USA
fYear
2015
fDate
7-7 March 2015
Firstpage
225
Lastpage
229
Abstract
This paper introduces the notion of predicting academic performance based on Computational Thinking. The integral role that Computational Thinking modalities play in engineering disciplines can serve as an accurate indicator of the student future academic success. Therefore, this study investigated the students´ performance in a Computational Thinking course offered at the freshman level to predict student academic success. To achieve this goal, a two-year study of the correlation between the students´ accumulative grade point averages and their grades obtained in this course was conducted. The performance of nine hundred and eighty two students in forty sections was assessed over the two-year period. It was concluded that the students´ future academic performance is strongly correlated to their Computational Thinking skills assessed at the freshman level. This clearly suggests the viability of using Computational Thinking skills as a fairly accurate predictor of students´ academic success. These results have also implied that the assessment of Computational Thinking can be used as an early intervention tool to improve the students´ retention, progression, and graduation rates in STEM related disciplines.
Keywords
computer science education; educational courses; academic performance prediction; computational thinking course; student academic success; Computational modeling; Computers; Conferences; Correlation; Education; Electrical engineering; Programming; Academic performance; Computational Thinking; Prediction of performance;
fLanguage
English
Publisher
ieee
Conference_Titel
Integrated STEM Education Conference (ISEC), 2015 IEEE
Conference_Location
Princeton, NJ
Print_ISBN
978-1-4799-1828-7
Type
conf
DOI
10.1109/ISECon.2015.7119929
Filename
7119929
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