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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Main Authors: GOTTIPATI, Swapna, SHANKARARAMAN, Venky
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2018
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Online Access: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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Institution: Singapore Management University
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spelling 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
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic 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
spellingShingle 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
description 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.
format text
author GOTTIPATI, Swapna
SHANKARARAMAN, Venky
author_facet GOTTIPATI, Swapna
SHANKARARAMAN, Venky
author_sort GOTTIPATI, Swapna
title Competency analytics tool: Analyzing curriculum using course competencies
title_short Competency analytics tool: Analyzing curriculum using course competencies
title_full Competency analytics tool: Analyzing curriculum using course competencies
title_fullStr Competency analytics tool: Analyzing curriculum using course competencies
title_full_unstemmed Competency analytics tool: Analyzing curriculum using course competencies
title_sort competency analytics tool: analyzing curriculum using course competencies
publisher Institutional Knowledge at Singapore Management University
publishDate 2018
url 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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