On analysing student resilience in Higher Education Programs using a data-driven approach
Analysing student resilience is important as research has shown that resilience is related to students’ academic performance and their persistence through academic setbacks. While questionnaires can be conducted to assess student resilience directly, they suffer from human recall errors and delibera...
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| Main Authors: | , , |
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| Format: | text |
| Language: | English |
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Institutional Knowledge at Singapore Management University
2021
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| Online Access: | https://ink.library.smu.edu.sg/sis_research/6435 https://ink.library.smu.edu.sg/context/sis_research/article/7438/viewcontent/5._On_Analysing_Student_Resilience_in_Higher_Education_Programs_Using_a_Data_Driven_Approach_IEEETALE2021_.pdf |
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| Institution: | Singapore Management University |
| Language: | English |
| Summary: | Analysing student resilience is important as research has shown that resilience is related to students’ academic performance and their persistence through academic setbacks. While questionnaires can be conducted to assess student resilience directly, they suffer from human recall errors and deliberate suppression of true responses. In this paper, we propose ACREA, ACademic REsilience Analytics framework which adopts a datadriven approach to analyse student resilient behavior with the use of student-course data. ACREA defines academic setbacks experienced by students and measures how well students overcome such setbacks using a quasi-experimental design. By applying ACREA on a real world student-course dataset, we analyse different types of effects on future term and course performance due to earlier setbacks. We found that setbacks in early academic term significantly affect more subsequent academic results. We also analyse the multiplier and redemption effects due to the resilience-driven behavior. The insights from the analysis contribute to a better understanding of student resilience using their performance after some academic setbacks. When the recovery of post-setback academic performance is not satisfactory, one can consider introducing new measures to strengthen student resilience. Students may also benefit from the findings when they can be better guided to recover from academic setbacks. |
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