Decision Support System Application for Determining Nutritional Status of Toddlers at Winong Community Health Center Using the KNN Method

Authors

  • Muhammad Villa Arifviando Universitas Muria Kudus
  • Yudie Irawan Universitas Muria Kudus
  • R. Rhoedy Setiawan Universitas Muria Kudus

DOI:

https://doi.org/10.24036/jtip.v18i2.982

Keywords:

Information System ▪ Toddler Nutrition ▪ Health Center ▪ Website ▪ Health

Abstract

Toddler nutrition issues are an important issue in public health because they affect children's physical and cognitive growth and development. The process of assessing nutritional status which is still done manually in health centers, such as in Winong Community Health Center, is often inefficient and prone to errors. This study aims to develop a web-based decision support system that can automatically classify toddler nutritional status based on age, weight, and height data. This system is built using the CRISP-DM approach as a development methodology and the KNN algorithm as a classification method. The benchmark data for nutritional status refers to the standards of the Ministry of Health of the Republic of Indonesia. The test results show that the system is able to classify nutritional status into categories of good nutrition, malnutrition, and excess nutrition with a satisfactory level of accuracy. The system also provides easy access and speed in the decision-making process for health workers. In conclusion, this system is effective in helping health centers monitor toddler nutritional status quickly, accurately, and efficiently based on valid data.

References

J. Jusliani and S. Syamsuddin, “Tinjauan Efektivitas Intervensi Gizi terhadap Stunting dan Masalah Gizi pada Anak Balita,” Jurnal Riset Sains dan Kesehatan Indonesia, vol. 1, no. 3, pp. 124–129, Aug. 2024, doi: 10.69930/jrski.v1i3.156.

L. Asra Laily, S. Indarjo, J. Ilmu Kesehatan Masyarakat, F. Ilmu Keolahragaan, and U. Negeri Semarang, “354 HIGEIA 7 (3) (2023) HIGEIA JOURNAL OF PUBLIC HEALTH RESEARCH AND DEVELOPMENT Literature Review: Dampak Stunting terhadap Pertumbuhan dan Perkembangan Anak,” 2023, doi: 10.15294/higeia/v7i3/63544.

S. Nugroho and N. A. Sudibyo, “Sistem Pakar Gizi Balita: Kerangka Kerja Konseptual Untuk Deteksi Gizi Buruk,” Decode: Jurnal Pendidikan Teknologi Informasi, vol. 4, no. 3, pp. 1045–1056, Nov. 2024, doi: 10.51454/decode.v4i3.810.

Dewi Marfuah, Siti Sarifah, Siti Khusnul Khotimah, and Dhinda Kusuma Hatifah, “Pengukuran Antropometri dan Penentuan Status Gizi Balita di Posyandu Balita Bina Sejahtera Kadipiro Banjarsari Surakarta,” ALKHIDMAH: Jurnal Pengabdian dan Kemitraan Masyarakat, vol. 2, no. 3, pp. 138–149, Jul. 2024, doi: 10.59246/alkhidmah.v2i3.983.

S. Permana Ratumanan and A. Feinisa Khairani, “SUPLEMEN Volume 15, Suplemen, 2023 https://myjurnal.poltekkes-kdi.ac.id/index.php/hijp e704 HIJP : HEALTH INFORMATION JURNAL PENELITIAN Metode Antropometri Untuk Menilai Status Gizi : Sebuah Studi Literatur.” [Online]. Available: https://myjurnal.poltekkes-kdi.ac.id/index.php/hijp

S. Nadriati, “SISTEM PENDUKUNG KEPUTUSAN UNTUK MENENTUKAN TIPE RUMAH IDAMAN SESUAI KEBUTUHAN KONSUMEN MENGGUNAKAN METODE ANALYTICAL HIERARCHY PROCESS (AHP) DENGAN SOFTWARE SUPER DECISION,” 2016.

N. Extise Putri and T. Saleh, “SISTEM PENDUKUNG KEPUTUSAN PEMILIHAN MAHASISWA BERPRESTASI MENGGUNAKAN METODE PROFILE MATCHING PADA STMIK INDONESIA PADANG,” 2016.

L. Budiarti, “Journal Of Information System Sistem Pendukung Keputusan untuk Klasifikasi Penyakit Kuning dengan Algoritma Decision Tree,” 2023.

M. R. Amalsyah et al., “Sistemasi: Jurnal Sistem Informasi Analisis Sentimen Ulasan Pengguna Aplikasi Fintech menggunakan Framework CRISP-DM dalam Penentuan Prioritas Pengembangan Produk Sentiment Analysis of Fintech Application User Reviews Using the CRISP-DM Framework for Product Development Prioritization.” [Online]. Available: http://sistemasi.ftik.unisi.ac.id

H. Jurnal, L. Nuril Mukarromah, Z. Fatah, and I. Yunita, “JURNAL RISET TEKNIK KOMPUTER KLASIFIKASI PENYAKIT DIABETES MENGGUNAKAN METODE K-NEAREST NEIGHBORS (KNN)”, doi: 10.69714/jgq41610.

R. Sukma Rupawan and Z. Fadilah, “Pemanfataan Teknologi Informasi dalam Manajemen Pelayanan Publik di Era Digital : Studi Kasus Pendaftaran Online di Puskesmas Pasiran Jaya Universitas Muhammadiyah Lampung,” Jurnal Komsospol, vol. 5, no. 1, 2025, doi: 10.47637/komsospol.v5i1.1570.

A. Halim, F. Maulana Teknik Informatika, and S. Sony Sugema Jalan Raya Lemahmulya Karawang, “PERANCANGAN SISTEM INFORMASI BERBASIS WEBSITE PADA POSYANDU TUNGGAKJATI,” 2025.

R. R. Aria, “Implementasi Algoritma K-Means untuk Pengelompokan Data Imunisasi Balita dengan Metode CRISP-DM,” remik, vol. 9, no. 1, pp. 189–197, Jan. 2025, doi: 10.33395/remik.v9i1.14391.

S. Nadia Bakri and L. Sofinah Harahap, “Analisis klasifikasi Algoritma K-Nearest Neighboar (K-NN) pada struktur Daerah di Kota Medan Classification analysis of K-NN (K-Nearest Neighbor) Algorithm on Regional structures in Medan City,” 2025. [Online]. Available: https://jurnal.unity-academy.sch.id/index.php/jirsi/index

F. Santi Wahyuni and H. Zulfia Zah, “Agung Panji Sasmito 3) , Mukhammad Zainul Musyafa 4) 1),2),3 )4) Teknik Informatika”, [Online]. Available: https://stanfordmlgroup.github.io/projects/forestnet/

I. Burhanuddin, “Pengembangan Media Pembelajaram Interaktif Berbasis Augmented Reality Untuk Meningkatkan Pemahaman Flowchart,” 2024. [Online]. Available: https://jurnaldidaktika.org

I. P. Sari and F. Alfarisi, “Perancangan Sistem Aplikasi Pendataan Membership Gym Menggunakan Metode Unified Software Development Process (USDP) Berbasis Web,” Hello World Jurnal Ilmu Komputer, vol. 3, no. 1, pp. 37–48, Jun. 2024, doi: 10.56211/helloworld.v3i1.523.

S. Supriyatna and S. Farizy, “Perancangan dan Implementasi Aplikasi Monitoring Berkas Pencairan Dana Berbasis Web Menggunakan Metode Rapid Application Development,” SAINSTECH: JURNAL PENELITIAN DAN PENGKAJIAN SAINS DAN TEKNOLOGI, vol. 34, no. 3, pp. 1–8, Sep. 2024, doi: 10.37277/stch.v34i3.2078.

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Published

2025-09-02

How to Cite

[1]
M. V. Arifviando, Y. Irawan, and R. R. Setiawan, “Decision Support System Application for Determining Nutritional Status of Toddlers at Winong Community Health Center Using the KNN Method”, J. teknol. inf. pendidik., vol. 18, no. 2, pp. 1006–1021, Sep. 2025.