Seleksi dan Peringkat Kelulusan KIP Kuliah di Sumut I dengan ID3 dan Promethee

Authors

  • Luhut Tony Sihotang Universitas Methodist Indonesia
  • Alfonsus Situmorang Universitas Methodist Indonesia
  • Margaretha Yohanna Universitas Methodist Indonesia

DOI:

https://doi.org/10.46880/tamika.Vol4No2(SEMNASTIK).pp273-287

Keywords:

Decision Support System, ID3 Algorithm, PROMETHEE Method, KIP Kuliah, Multicriteria Decision Analysis

Abstract

The selection of recipients of the Indonesia Smart Card (KIP) Lecture Program at the Dr. Sofyan Tan Aspiration House, North Sumatra, faces challenges in assessing the eligibility of prospective students efficiently and objectively. This research develops an artificial intelligence-based decision support system using the Iterative Dichotomizer 3 (ID3) algorithm and the PROMETHEE method. The ID3 method is applied in the initial administrative selection stage based on criteria such as parents' income, number of siblings, and home ownership, with an accuracy rate of 87.50%. Furthermore, the PROMETHEE method is used to rank prospective recipients who pass the initial selection according to the quota at the Methodist University of Indonesia. This hybrid system improves speed, accuracy, and transparency in selection, and supports a more equitable allocation of KIP Kuliah. This research contributes to the development of decision support systems for scholarship selection and can be used as a reference for future education policies.

Published

2024-12-31

Issue

Section

TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi