Development of a Model for Predicting Students’ Achievement
Journal Title: International Journal of Social Science Humanity & Management Research - Year 2024, Vol 3, Issue 6
Abstract
In this study, data mining was implemented to find the common variables such as “gender”, “age”, “GPA first semester”, “GPA second semester”, “organization activity”, “part time job”, “living place”, “family income”, “father education”, “mother education” influencing the grade point of average (GPA) score of the 3nd-semester student at the Department of History Education. Three methods, including logistic regression (LR), decision tree (DT), and support vector machine (SVM) were employed. According to the validation results, the best algorithm method is found in the model developed by decision tree with the Accuracy 0.96 and all models provide sufficient data since the AUC value for all classes is greater than 0.5. This finding proved that above variables are linked to student achievement. As a result, concern to those aspects is critical for improving academic performance.
Authors and Affiliations
Lukman Nadjamuddin, Arwansyah Arwansyah, Sukmawati Sukmawati, Windayanti
Performance Tasks-Enriched Material in Cookery 9 for Enhancing the Practical Skills of Students
The purpose of this study is to improve the practical skills of students in Cookery 9- Prepare Sandwiches by evaluating the effectiveness of a researcher-created learning material that will assist in addressing a low lev...
The Effect of Customer Orientation and Business Networking on Marketing Performance Through Competitive Advantage (Survey of Culinary Msmes In Surakarta)
This study aims to analyze the effect of entrepreneurial orientation and business networks on marketing performance through the competitive advantage of SMEs. MSMEs are required to be able to adapt the business environme...
Supplementary Materials in Enhancing the Common Learning Competencies of Grade 7 Students in Computer System Servicing
This research uses supplementary materials to enhance the common learning competencies in Computer System Servicing for Grade 7 students. The study explored the potential benefits and challenges of incorporating suppleme...
COVID-19 and Food Delivery Employees’ Workplace Safety
With the global pandemic of COVID-19 in recent years, food delivery employees’ workplace safety has been severely threatened and challenged. Thus, this study hopes to understand their real work safety and its impact. Bas...
The Influence of Commitment, Work Participation, and Remuneration on the Performance of Local Government Agencies of Taliabu Island District
This research aims to show the effect of commitment, work participation, remuneration on the Performance of Local Government Agencies in Taliabu Island District. The sample used is the local government in the Department,...