Innovative and effective spreadsheet tool for learning sentiment analysis and prediction

In this paper, we describe a spreadsheet tool which was developed and implemented to teach sentiment analysis and prediction to university students who are less technically inclined. We adopted the “Use-Modify-Create” cycle to ensure that the students learn the computing concepts and practices in a...

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Main Authors: CHEONG, Michelle L. F., CHEN, Yun-Chen
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Language:English
Published: Institutional Knowledge at Singapore Management University 2022
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Online Access:https://ink.library.smu.edu.sg/sis_research/7594
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Institution: Singapore Management University
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spelling sg-smu-ink.sis_research-85972022-12-09T06:42:03Z Innovative and effective spreadsheet tool for learning sentiment analysis and prediction CHEONG, Michelle L. F. CHEN, Yun-Chen In this paper, we describe a spreadsheet tool which was developed and implemented to teach sentiment analysis and prediction to university students who are less technically inclined. We adopted the “Use-Modify-Create” cycle to ensure that the students learn the computing concepts and practices in a progressive and active learning manner, and we evaluated the effectiveness of the tool using the Learning Object Evaluation Scale for Students (LOES-S). The evaluation shows that our tool performed well in terms of quality, learn and engagement constructs, and our paired T-test shows strong evidence that, on average, the course module with the tool does lead to improvement in the students’ knowledge in sentiment analysis and prediction. 2022-12-02T08:00:00Z text https://ink.library.smu.edu.sg/sis_research/7594 Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Sentiment analysis and prediction spreadsheet tool less technically inclined students Databases and Information Systems
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Sentiment analysis and prediction
spreadsheet tool
less technically inclined students
Databases and Information Systems
spellingShingle Sentiment analysis and prediction
spreadsheet tool
less technically inclined students
Databases and Information Systems
CHEONG, Michelle L. F.
CHEN, Yun-Chen
Innovative and effective spreadsheet tool for learning sentiment analysis and prediction
description In this paper, we describe a spreadsheet tool which was developed and implemented to teach sentiment analysis and prediction to university students who are less technically inclined. We adopted the “Use-Modify-Create” cycle to ensure that the students learn the computing concepts and practices in a progressive and active learning manner, and we evaluated the effectiveness of the tool using the Learning Object Evaluation Scale for Students (LOES-S). The evaluation shows that our tool performed well in terms of quality, learn and engagement constructs, and our paired T-test shows strong evidence that, on average, the course module with the tool does lead to improvement in the students’ knowledge in sentiment analysis and prediction.
format text
author CHEONG, Michelle L. F.
CHEN, Yun-Chen
author_facet CHEONG, Michelle L. F.
CHEN, Yun-Chen
author_sort CHEONG, Michelle L. F.
title Innovative and effective spreadsheet tool for learning sentiment analysis and prediction
title_short Innovative and effective spreadsheet tool for learning sentiment analysis and prediction
title_full Innovative and effective spreadsheet tool for learning sentiment analysis and prediction
title_fullStr Innovative and effective spreadsheet tool for learning sentiment analysis and prediction
title_full_unstemmed Innovative and effective spreadsheet tool for learning sentiment analysis and prediction
title_sort innovative and effective spreadsheet tool for learning sentiment analysis and prediction
publisher Institutional Knowledge at Singapore Management University
publishDate 2022
url https://ink.library.smu.edu.sg/sis_research/7594
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