Jurnal Teknologi Dan Sistem Informasi Bisnis
Vol. 8 No. 3 (2026): Juli 2026

Klasterisasi Tingkat Kesejahteraan Rumah Tangga Menggunakan K-Means Clustering

Adi Setiawan Sitorus (Teknik Komputer, Politeknik Bisnis Indonesia)



Article Info

Publish Date
26 Jul 2026

Abstract

The assessment of household economic welfare is still often carried out manually, making the process time-consuming and potentially less objective. This condition makes it more difficult for the government to accurately identify beneficiaries of social assistance programs. This study aims to classify the economic welfare levels of households in Sukamakmur Village using the K-Means Clustering method as a decision support tool. The research data were collected through questionnaires distributed to 157 households using four variables: income, number of dependents, education level, and home ownership. Before the clustering process, the data were normalized to ensure that all variables were measured on the same scale. The analysis included data normalization, distance calculation using Euclidean Distance, K-Means clustering with three clusters (K=3), and validation of the results using RapidMiner, Weka, and Orange. The results showed that the 157 household records were successfully grouped into three clusters: Cluster 1 with 46 households, Cluster 2 with 75 households, and Cluster 3 with 36 households. The validation results indicated that the three software tools produced relatively consistent clustering patterns, with Weka providing results that were closest to the manual calculations. This study is expected to assist the Sukamakmur Village government in formulating policies and distributing social welfare programs more accurately.

Copyrights © 2026






Journal Info

Abbrev

jteksis

Publisher

Subject

Description

Journal Teknologi dan Sistem Informasi Bisnis or Journal of Technology and Business Information Systems (JTEKSIS) E-ISSN: 2655-8238 P-ISSN : 2964-2132 is a journal published by the Information Systems Study Program at Dharma Andalas University for various groups who have an interest in the ...