A Study of Relationship to Absentees and Score Using Machine Learning Method: A Case Study of Linear Regression Analysis

Authors

DOI:

https://doi.org/10.51611/iars.irj.v12i01.2022.186

Keywords:

Linear Regression model, Machine Learning, Descriptive Statistical Analysis, Statistical Analysis

Abstract

Absenteeism from classrooms amongst students is an international problem that does not only affect Indian students. This research is focuses on absentees of student in class and score and has been carried out by using linear regression analysis. Linear regression analysis is one of excellent method of machine learning. The descriptive, student's t-test, Pearson correlation, and regression models were used in this study's statistical analysis. According to the results of this study, there are considerable variations between absentees and score  (t-test=-4.06075, p < 0.05). The study also discovered that absenteeism from class had a negative link with the score (r = -0.6088) . To investigate the impact of class absentees on student score, a regression model was created. This study will benefit both the college administration and the students by raising awareness of the disadvantages of not attending classes.

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References

Nurhafizah Ahmad, Ahmad Zia Ul-Saufie, Siti Asmah Mohamed, Hasfazilah Ahmat and Mohd Fahmi Zahari. The Impact of Class Absenteeism on Student’s Academic Performance using Regression Models. Conference Proceeding of the 25th National Symposium on Mathematical Sciences, Published by the American Institute of Physics, (June 2018), pp. 1-5. https://aip.scitation.org/doi/abs/10.1063/1.5041712. DOI: https://doi.org/10.1063/1.5041712

Jenq-Foung "Jf" Yao and Tsu-Ming Chiang. Correlation Between Class Attendance and Grade. Journal of Computing Sciences in Colleges, Volume 27, Issue 2, (December 2011), pp. 142–147.

https://dl.acm.org/doi/abs/10.5555/2038836.2038857.

Chengcheng Zhang and Fei Wang. Research on Correlation Analysis between Test Score and Classroom Attendance Based on Linear Regression Model. Proceeding of 2010 2nd International Conference on Industrial Mechatronics and Automation (ICIMA2010), IEEE, (May 2010), pp. 545-548. DOI: https://doi.org/10.1109/ICINDMA.2010.5538079

https://ieeexplore.ieee.org/document/5538079.

Suleiman Obeidat, Adnan Bashir, Wisam Abu Jadayil. The Importance of Class Attendance and Cumulative GPA for Academic Success in Industrial Engineering Classes. World Academy of Science, Engineering and Technology International Journal of Humanities and Social Sciences Vol:6, No:1, (2012), pp. 120-123.

https://publications.waset.org/2974/the-importance-of-class-attendance-and-cumulative-gpa-for-academic-success-in-industrial-engineering-classes.

Meenakshi Narula and Pankaj Nagar. Relationship Between Students’ Performance and Class Attendance in a Programming Language Subject in a Computer Course. International Journal of Computer Science and Mobile Computing. Vol. 2, Issue. 8, August 2013, pg.206 – 210. https://www.ijcsmc.com/docs/papers/August2013/abstracts/V2I8201318.pdf.

Anna Lukkarinen, Paula Koivukangas, Tomi Seppala. Relationship between class attendance and student performance. 2nd International Conference on Higher Education Advances, HEAd´16, Procedia - Social and Behavioral Sciences 228 (2016), pp. 341 – 347. https://www.sciencedirect.com/science/article/pii/S1877042816309776. DOI: https://doi.org/10.1016/j.sbspro.2016.07.051

Lucrecia Santibanez and Cassandra M. Guarino. The Effects of Absenteeism on Academic and Social-Emotional Outcomes: Lessons for COVID-19. Educational Researcher, Vol. 50 No. 6, (February 25, 2021), pp. 392–400. https://journals.sagepub.com/doi/10.3102/0013189X21994488. DOI: https://doi.org/10.3102/0013189X21994488

Yousaf Latif Khan, Sohail Khursheed Lodhi, Shahzad Bhatti and Waqas Ali. Does Absenteeism Affect Academic Performance Among Undergraduate Medical Students? Evidence From “Rashid Latif Medical College (RLMC).” Advances in Medical Education and Practice, Vol. 10, Issue 1, (2019), pp. 999–1008. DOI: https://doi.org/10.2147/AMEP.S226255

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6897060/

Published

2022-02-28

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Section

Peer Reviewed Research Manuscript

How to Cite

Yadav, R.S. (2022) “A Study of Relationship to Absentees and Score Using Machine Learning Method: A Case Study of Linear Regression Analysis ”, IARS’ International Research Journal, 12(01), pp. 33–39. doi:10.51611/iars.irj.v12i01.2022.186.

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