Development of Moodle-based Plugin for Automated Essay-Type Grading

Authors

  • Fajar Pradana Brawijaya University, Malang
  • Welly Purnomo Brawijaya University, Malang
  • Atthoriq Adillah Brawijaya University, Malang
  • Buce Trias Hanggara Brawijaya University, Malang

DOI:

https://doi.org/10.25126/jitecs.202491573

Abstract

The essay is an exam requiring a more profound understanding of answering and evaluating the answers. However, if the number of questions and participants increases, this will result in a decrease in the quality of the lecturer's assessment. This prompted the development of a software based on the Moodle plugin named Essay Similarity to assess essay answers based on the similarity between the two documents, namely the answers given and the answer key provided. Moodle was chosen because, after the Covid-19 pandemic, many sectors have shifted to working remotely, including the education sector. This resulted in an LMS like Moodle experiencing an increase in users. As of 2020 yesterday, Moodle users have exceeded 190 million users on more than 145,000 websites. In developing this plugin, the method used is the waterfall method using the PHP programming language. The algorithm used to find similarities between the two documents is cosine similarity. Testing the level of similarity between manual and automatic grading was carried out on four models of essay questions. Based on the test results, the average similarity between automatic grading compared to manual grading is 45.44%.

References

Dwi Hadya Jayani, “Penetrasi Internet Indonesia Meningkat saat Pandemi Covid-19,” https://databoks.katadata.co.id/datapublish/2021/10/06/penetrasi-internet-indonesia-meningkat-saat-pandemi-covid-19, 2021.

J. Han, Data mining: concepts and techniques. Elsevier, 2012. doi: 10.1016/C2009-0-61819-5.

M. Habibi and P. W. Cahyo, “Journal Classification Based on Abstract Using Cosine Similarity and Support Vector Machine,” JISKA (Jurnal Informatika Sunan Kalijaga), vol. 4, no. 3, p. 48, Feb. 2020, doi: 10.14421/jiska.2020.43-06.

R. T. Wahyuni, D. Prastiyanto, and D. E. Supraptono, “Penerapan Algoritma Cosine Similarity dan Pembobotan TF-IDF pada Sistem Klasifikasi Dokumen Skripsi,” 2017.

R. Rosnelly, “The Similarity of Essay Examination Results using Preprocessing Text Mining with Cosine Similarity and Nazief-Adriani Algorithms,” Turkish Journal of Computer and Mathematics Education (TURCOMAT), vol. 12, no. 3, pp. 1415–1422, Apr. 2021, doi: 10.17762/turcomat.v12i3.938.

I. Sommerville, Software Engineering, 9th ed. Pearson, 2011.

H. K. Aroral, “Waterfall Process Operations in the Fast-paced World: Project Management Exploratory Analysis,” International Journal of Applied Business and Management Studies, vol. 6, no. 1, 2021.

R. Muhammad, B. Rahayudi, and I. Arwani, “Implementasi Plugin Notifikasi Sebagai Media Integrasi Antara E-Learning Moodle dengan BOT Telegram (Studi Kasus : Bimbingan Belajar The Second School),” Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, 2020.

R. I. Fanani, I. Aknuranda, and Y. T. Mursityo, “Pengembangan Sistem Informasi Manajemen Keuangan Peternakan Kambing (Studi Kasus: Yoga’s Farm Kabupaten Tulungagung),” Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, 2019.

E. D. Liddy, “Natural Language Processing,” 2001. [Online]. Available: https://surface.syr.edu/istpub

C. Friedman, T. C. Rindflesch, and M. Corn, “Natural language processing: State of the art and prospects for significant progress, a workshop sponsored by the National Library of Medicine,” J Biomed Inform, vol. 46, no. 5, pp. 765–773, Oct. 2013, doi: 10.1016/j.jbi.2013.06.004.

O. E. Oduntan and I. Adeyanju, “A Comparative Analysis of Euclidean Distance and Cosine Similarity Measure for Automated Essay-Type Grading,” Journal of Engineering and Applied Sciences, 2018.

G. Salton, A. Wong, and C. S. Yang, “A vector space model for automatic indexing,” Commun ACM, vol. 18, no. 11, pp. 613–620, Nov. 1975, doi: 10.1145/361219.361220.

A. Heidarian and M. J. Dinneen, “A Hybrid Geometric Approach for Measuring Similarity Level Among Documents and Document Clustering,” in 2016 IEEE Second International Conference on Big Data Computing Service and Applications (BigDataService), IEEE, Mar. 2016, pp. 142–151. doi: 10.1109/BigDataService.2016.14.

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Published

2024-04-03

How to Cite

Pradana, F., Purnomo, W., Adillah, A. ., & Hanggara, B. T. . (2024). Development of Moodle-based Plugin for Automated Essay-Type Grading. Journal of Information Technology and Computer Science, 9(1), 12–21. https://doi.org/10.25126/jitecs.202491573

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Articles