Competency analytics tool: Analyzing curriculum using course competencies
The applications of learning outcomes and competency frameworks have brought better clarity to engineering programs in many universities. Several frameworks have been proposed to integrate outcomes and competencies into course design, delivery and assessment. However, in many cases, competencies are...
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sg-smu-ink.sis_research-47282023-02-08T08:07:44Z Competency analytics tool: Analyzing curriculum using course competencies GOTTIPATI, Swapna SHANKARARAMAN, Venky The applications of learning outcomes and competency frameworks have brought better clarity to engineering programs in many universities. Several frameworks have been proposed to integrate outcomes and competencies into course design, delivery and assessment. However, in many cases, competencies are course-specific and their overall impact on the curriculum design is unknown. Such impact analysis is important for analyzing, discovering gaps and improving the curriculum design. Unfortunately, manual analysis is a painstaking process due to large amounts of competencies across the curriculum. In this paper, we propose an automated method to analyze the competencies and discover their impact on the overall curriculum design. We provide a principled methodology for discovering the impact of courses’ competencies using Bloom’s Taxonomy, Dreyfus’ model and the learning outcomes framework. We developed the Curriculum Analytics Tool (CAT) which generates the competency scores for the entire curriculum across two dimensions; Cognitive levels and Progression levels. We use the CAT to analyze the competencies of an undergraduate Information Systems Management core curriculum program. Using 14 courses and the corresponding 578 competencies, this paper shows how our method enables us to perform in-depth analysis on the curriculum by discovering the cognition and progression statistics. We further apply the tool for recommending competencies when launching new courses. 2018-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/3726 info:doi/10.1007/s10639-017-9584-3 https://ink.library.smu.edu.sg/context/sis_research/article/4728/viewcontent/101007_2Fs10639_017_9584_3.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Competencies Bloom’s taxonomy Curriculum analysis Competency cube Undergraduate information systems program Exploratory data analysis Educational Assessment, Evaluation, and Research Higher Education Numerical Analysis and Scientific Computing Software Engineering |
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Competencies Bloom’s taxonomy Curriculum analysis Competency cube Undergraduate information systems program Exploratory data analysis Educational Assessment, Evaluation, and Research Higher Education Numerical Analysis and Scientific Computing Software Engineering |
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Competencies Bloom’s taxonomy Curriculum analysis Competency cube Undergraduate information systems program Exploratory data analysis Educational Assessment, Evaluation, and Research Higher Education Numerical Analysis and Scientific Computing Software Engineering GOTTIPATI, Swapna SHANKARARAMAN, Venky Competency analytics tool: Analyzing curriculum using course competencies |
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The applications of learning outcomes and competency frameworks have brought better clarity to engineering programs in many universities. Several frameworks have been proposed to integrate outcomes and competencies into course design, delivery and assessment. However, in many cases, competencies are course-specific and their overall impact on the curriculum design is unknown. Such impact analysis is important for analyzing, discovering gaps and improving the curriculum design. Unfortunately, manual analysis is a painstaking process due to large amounts of competencies across the curriculum. In this paper, we propose an automated method to analyze the competencies and discover their impact on the overall curriculum design. We provide a principled methodology for discovering the impact of courses’ competencies using Bloom’s Taxonomy, Dreyfus’ model and the learning outcomes framework. We developed the Curriculum Analytics Tool (CAT) which generates the competency scores for the entire curriculum across two dimensions; Cognitive levels and Progression levels. We use the CAT to analyze the competencies of an undergraduate Information Systems Management core curriculum program. Using 14 courses and the corresponding 578 competencies, this paper shows how our method enables us to perform in-depth analysis on the curriculum by discovering the cognition and progression statistics. We further apply the tool for recommending competencies when launching new courses. |
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GOTTIPATI, Swapna SHANKARARAMAN, Venky |
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GOTTIPATI, Swapna SHANKARARAMAN, Venky |
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GOTTIPATI, Swapna |
title |
Competency analytics tool: Analyzing curriculum using course competencies |
title_short |
Competency analytics tool: Analyzing curriculum using course competencies |
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Competency analytics tool: Analyzing curriculum using course competencies |
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Competency analytics tool: Analyzing curriculum using course competencies |
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Competency analytics tool: Analyzing curriculum using course competencies |
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competency analytics tool: analyzing curriculum using course competencies |
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Institutional Knowledge at Singapore Management University |
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2018 |
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https://ink.library.smu.edu.sg/sis_research/3726 https://ink.library.smu.edu.sg/context/sis_research/article/4728/viewcontent/101007_2Fs10639_017_9584_3.pdf |
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