Clustering Analysis of Internal and External Factors Affecting Post-Pandemic Study Duration in XYZ Educational Institution Using the Orange Application

Prediction of The Influence of Internal and External Factors on Study Duration

  • Imelda Muluk Politeknik Caltex Riau
  • Yohana Dewi Lulu Widyasari Politeknik Caltex Riau
  • Riska Amelia Universitas Bung Hatta
Keywords: long term study, correlation, tree

Abstract

The COVID-19 pandemic has had a significant impact on various economic sectors in Indonesia, including the education system. Consequently, the educational landscape has undergone substantial changes, such as the shift from traditional classroom instruction to online learning. All students, regardless of their academic or non-academic backgrounds, have benefited from this transition in numerous ways. We are interested in identifying the most crucial factors that determine long-term learning outcomes and how academic and non-academic factors influence students' academic performance. The study will be conducted in October 2022 at SMK Negeri 6 Pekanbaru, and 529 out of 1400 participants will be randomly selected. We will use a Google Form with 22 questions to collect quantitative data.

References

A. F. Yogananti, "College Student's Perception toward " Peduli Lindungi" Application through the Usability Scale Method," urnal Teknologi Informasi dan Pendidikan, vol. 15, no. 2, pp. 73-83, 2023.

A. Rahman, "Pengertian Pendidikan, Ilmu Pendidikan dan Unsur-Unsur Pendidikan," Al Urwatul Wutsqa: Kajian Pendidikan Islam, vol. 2, no. 1, pp. 1-8, 2022.

D. Pristiwanti, "Pengertian Pendidikan," Jurnal Pendidikan Dan Konseling (JPDK), vol. 4, no. 6, 2022.

W. A. S. Halasan Simanullang1), "Peran Lingkungan Keluarga Dalam Meningkatkan Prestasi Belajar Siswa".

N. O. Afriyani, "Peranan Keluarga Terhadap Prestasi Siswa Pada Mata Pelajaran Ilmu Pengetahuan Sosial".

S. M. Johnson, The next generation of teachers: Who enters, who stays, and why, 2008.

B. Azra, "the Development of Engineering Drawing E-Module for Grade X At Smk (Vocational School)," Jurnal Teknologi Informasi dan Pendidikan, no. 460, 2021.

A. Roihan, "Pemanfaatan Machine Learning dalam Berbagai Bidang: Review paper," IJCIT (Indonesian Journal on Computer and Information Technology), vol. 5, no. 1, pp. 75-82, 2020.

P. Meilina, "Penerapan Data Mining dengan Metode Klasifikasi Menggunakan Decision Tree dan Regresi".

A. G. Lazuardy, "Proceeding SINTAK 2019," pp. 1-6, 2019.

A. Hemmati-Sarapardeh, "Chapter 1 - Introduction," 2020, pp. 1-22.

I. Almahy, "Database integration: Importance and approaches," Journal of Theoretical and Applied Information Technology, vol. 54, pp. 150-154, 2013.

S. Pandey, "Data Integration and Transformation using Artificial Intelligence," in 2023 International Conference on Intelligent Data Communication Technologies and Internet of Things (IDCIoT), 2023.

R. Nisbet, "Chapter 18 - A Data Preparation Cookbook," 2018, pp. 727-740.

T. J. Melmambessy, "Analysis of the Opinion Students about The Online Learning System During the Pandemic Using The K-NN and Naïve Bayes Methods," Jurnal Teknologi Informasi dan Pendidikan, vol. 16, no. 1, pp. 75-85, 2023.

D. L. Olson, "Data Mining Process BT - Advanced Data Mining Techniques," 2008, pp. 9-35.

Y. Mardi, "Data Mining : Klasifikasi Menggunakan Algoritma C4 . 5 Data mining merupakan bagian dari tahapan proses Knowledge Discovery in Database ( KDD ) . Jurnal Edik Informatika," Jurnal Edik Informatika, vol. 2, no. 213-219, p. 2, 2019.

A. Roihan, "Pemanfaatan Machine Learning dalam Berbagai Bidang: Review paper," JCIT (Indonesian Journal on Computer and Information Technology), vol. 5, no. 1, pp. 75-82, 2020.

F. L. V. Voorhis, "The impact of family involvement on the education of children aged 3 to 8," Mdrc, no. 10, p. 229, 2013.

F. S. Tehrani, Machine learning and landslide studies: recent advances and applications, Natural Hazards, 2022.

Published
2023-12-19
How to Cite
[1]
I. Muluk, Y. Widyasari, and R. Amelia, “Clustering Analysis of Internal and External Factors Affecting Post-Pandemic Study Duration in XYZ Educational Institution Using the Orange Application”, JTIP, vol. 16, no. 2, pp. 191-202, Dec. 2023.
Abstract viewed = 53 times
PDF downloaded = 22 times