Article Per Year (5 Year)
p-Index From 2021 - 2026
0.23
P-Index
This Author published in this journals
All Journal Engineering: Journal of Mechatronics and Education
Amanda Puspa Negara
Universitas Pelita Bangsa
Civil Engineering, Building, Construction & Architecture Computer Science & IT Education Electrical & Electronics Engineering Engineering

Published : 1 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search

 1 
Classification of Post-Graduation Choices of Secondary and Vocational School Students Using Artificial Neural Networks on RapidMiner Amanda Puspa Negara; Sutan Krisno Adi; Elkin Rilvani
Engineering: Journal of Mechatronics and Education Vol. 2 No. 2 (2025): Engineering: Journal of Mechatronics and Education
Publisher : Yayasan Insan Mulia Bima

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59923/mechatronics.v2i2.536

Abstract

Determining post-graduation choices is an important stage for secondary and vocational school students, but many experience confusion due to a lack of information and career guidance. This can lead to inappropriate decisions that may not be in line with the students' potential and interests. To address this issue, this study aims to classify students' post-graduation choices, whether to continue their studies or go straight to work, using an Artificial Neural Network (ANN) algorithm. Data were obtained through a questionnaire distributed to grade 12 students and processed using RapidMiner software. The process included data preprocessing, model training, and evaluation of classification results. The model showed an accuracy of 73%, with higher accuracy and recall values in the "study" category than in the "work" category. This was due to the imbalance of data between classes. Overall, the ANN method was considered to be quite effective in mapping students' choice tendencies based on the available data and could be a useful tool in data-based career guidance.
Co-Authors Elkin Rilvani Sutan Krisno Adi