Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis

In recent years, computational thinking (CT) skills have been globally recognized as a 21st-century skill that must be developed for future generations. However, the lack of validated CT assessments would be a major impediment in the efforts to incorporate CT into the school curriculum. This study i...

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Main Authors: Chan, Shiau-Wei, Looi, Chee-Kit, Sumintono, Bambang
Format: Article
Published: Springer-Heidelberg 2021
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Online Access:http://eprints.um.edu.my/35464/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85093948182&doi=10.1007%2fs40692-020-00177-2&partnerID=40&md5=3b562025e7c9fc054af01f5b566e461e
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spelling my.um.eprints.354642022-10-18T07:22:27Z http://eprints.um.edu.my/35464/ Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis Chan, Shiau-Wei Looi, Chee-Kit Sumintono, Bambang L Education (General) In recent years, computational thinking (CT) skills have been globally recognized as a 21st-century skill that must be developed for future generations. However, the lack of validated CT assessments would be a major impediment in the efforts to incorporate CT into the school curriculum. This study is intended to validate the Computational Thinking Test (CTt) using the Rasch model by identifying whether the data fit the Rasch model measurement, determining the CT abilities among a small sample of Singapore secondary students through the test, and examining the presence of test items that functioned differently for gender and grade level of the students. In this study, 153 upper secondary school students from Grade 9 and Grade 10 were involved in a test that required them to do the CTt which comprises 28 test items. The performance of the students in CTt was utilized as quantitative data in this study and was analyzed using the Rasch model. The findings revealed that the data fit the Rasch model measurement. The majority of the male students and ninth-graders had a high level of CT abilities, while most of the female students and tenth-graders had a moderate level of CT abilities. Hence, the male students and ninth-graders performed better than the female students and tenth-graders. Four items functioned differently between male and female students where one gender had a better chance to get the correct answer in these four items compared to the other gender. Only one test item was functioning differently for Grade 9 and Grade 10. This means that the students of one grade level were more likely to obtain the correct answer in this item than the students in the other grade level. This study hopes to contribute to the literature in the area of CT assessments by providing a reference case for scholars and researchers in assessing CT abilities among the students. © 2020, Beijing Normal University. Springer-Heidelberg 2021-06 Article PeerReviewed Chan, Shiau-Wei and Looi, Chee-Kit and Sumintono, Bambang (2021) Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis. Journal of Computers in Education, 8 (2). pp. 213-236. ISSN 2197-9987, DOI https://doi.org/10.1007/s40692-020-00177-2 <https://doi.org/10.1007/s40692-020-00177-2>. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85093948182&doi=10.1007%2fs40692-020-00177-2&partnerID=40&md5=3b562025e7c9fc054af01f5b566e461e 10.1007/s40692-020-00177-2
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic L Education (General)
spellingShingle L Education (General)
Chan, Shiau-Wei
Looi, Chee-Kit
Sumintono, Bambang
Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis
description In recent years, computational thinking (CT) skills have been globally recognized as a 21st-century skill that must be developed for future generations. However, the lack of validated CT assessments would be a major impediment in the efforts to incorporate CT into the school curriculum. This study is intended to validate the Computational Thinking Test (CTt) using the Rasch model by identifying whether the data fit the Rasch model measurement, determining the CT abilities among a small sample of Singapore secondary students through the test, and examining the presence of test items that functioned differently for gender and grade level of the students. In this study, 153 upper secondary school students from Grade 9 and Grade 10 were involved in a test that required them to do the CTt which comprises 28 test items. The performance of the students in CTt was utilized as quantitative data in this study and was analyzed using the Rasch model. The findings revealed that the data fit the Rasch model measurement. The majority of the male students and ninth-graders had a high level of CT abilities, while most of the female students and tenth-graders had a moderate level of CT abilities. Hence, the male students and ninth-graders performed better than the female students and tenth-graders. Four items functioned differently between male and female students where one gender had a better chance to get the correct answer in these four items compared to the other gender. Only one test item was functioning differently for Grade 9 and Grade 10. This means that the students of one grade level were more likely to obtain the correct answer in this item than the students in the other grade level. This study hopes to contribute to the literature in the area of CT assessments by providing a reference case for scholars and researchers in assessing CT abilities among the students. © 2020, Beijing Normal University.
format Article
author Chan, Shiau-Wei
Looi, Chee-Kit
Sumintono, Bambang
author_facet Chan, Shiau-Wei
Looi, Chee-Kit
Sumintono, Bambang
author_sort Chan, Shiau-Wei
title Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis
title_short Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis
title_full Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis
title_fullStr Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis
title_full_unstemmed Assessing computational thinking abilities among Singapore secondary students: A Rasch model measurement analysis
title_sort assessing computational thinking abilities among singapore secondary students: a rasch model measurement analysis
publisher Springer-Heidelberg
publishDate 2021
url http://eprints.um.edu.my/35464/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85093948182&doi=10.1007%2fs40692-020-00177-2&partnerID=40&md5=3b562025e7c9fc054af01f5b566e461e
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