Melola Discovery

← Melola Discovery

Akses terbuka Jurnal SINTA 1

Geospatial patterns and determinants of toddler stunting: evidence from geographically weighted regression

International Journal of Public Health Science · Vol. 15 No. 1 (2026) · hlm. 110–117

DOI
10.11591/ijphs.v15i1.23216
ISSN
2620-4126, 2252-8806
Terbit
2026-03-05
Penerbit
Intelektual Pustaka Media Utama
Bahasa
eng
Lisensi
creativecommons.org/licenses/by-nc/4.0

Abstrak

This study aimed to map and analyze the spatial distribution of toddler stunting in Malang and identify key risk factors that are spatially correlated with stunting incidence across sub-districts and villages. A geospatial modeling approach using geographically weighted regression (GWR) was employed to account for local variations in the influence of risk factors, reflecting the heterogeneity of conditions that contribute to stunting in different areas. The analysis revealed significant spatial autocorrelation, with stunting cases clustering in specific locations. Results indicate that sanitation risks and household waste management practices were the most significant determinants of stunting prevalence among toddlers in Malang. Improper waste segregation, which leads to odors and attracts flies, and ineffective disposal methods, such as open burning or dumping, were strongly associated with higher stunting rates. These findings underscore the importance of targeted interventions addressing environmental health and sanitation at the local level. By integrating geospatial analysis with GWR modeling, this study highlights the spatial heterogeneity of stunting determinants, providing evidence to guide community-specific public health strategies. Improved sanitation practices and proper household waste management are critical to reducing toddler stunting in areas with clustered risk.

Jaringan kolaborasi para penulis

40 penulis · 130 tautan kepenulisan bersama · 17 lintas organisasi · menampilkan 40 yang paling banyak terhubung

Arahkan kursor atau ketuk sebuah nama untuk menyorot rekan penulisnya. Klik dua kali untuk membuka halaman penulis.

  • University of Brawijaya
  • Universitas Negeri Surabaya
  • University of Bengkulu
  • Universitas Muhammadiyah Cirebon
  • Universitas Halu Oleo
  • National University of Malaysia
  • Universitas Kuningan
  • Afiliasi tidak diketahui
  • Organisasi berbeda
  • Organisasi sama
  • Afiliasi tidak diketahui
  • Garis lebih tebal = lebih banyak artikel bersama · lingkaran lebih besar = lebih banyak artikel
Tampilkan sebagai tabel
Rekan penulisOrganisasiArtikel bersama
Ani Budi AstutiUniversity of Brawijaya2
Rahma FitrianiUniversity of Brawijaya2
Wigbertus NgabuUniversity of Brawijaya2
Suci AstutikUniversity of Brawijaya2
Rinda Lolita MelanwatiUniversity of Brawijaya1
Eni SumarminingsihUniversity of Brawijaya1
Danang AriyantoUniversitas Negeri Surabaya1
Novi Nur AiniUniversity of Brawijaya1
Achmad EfendiUniversity of Brawijaya1
Fachri FaisalUniversity of Bengkulu1
Atiek IrianyUniversity of Brawijaya1
Sativandi RizaUniversity of Brawijaya1
Suci Astutik urul Atiqah RomliAfiliasi tidak diketahui1
Agus YarcanaUniversity of Brawijaya1
Elok PratiwiUniversity of Brawijaya1
Fahimah FauwziyahUniversity of Brawijaya1
Sujono SujonoUniversitas Halu Oleo1
Diding RahmatAfiliasi tidak diketahui1
Diding RahmatUniversitas Kuningan1
Sarip SaripUniversitas Muhammadiyah Cirebon1
Muhammad Faiz AzizNational University of Malaysia1
Syamsu Ridzal Indra HadiAfiliasi tidak diketahui1
Sri Rahayu UtamiUniversity of Brawijaya1
Mochtar Lutfi RayesUniversity of Brawijaya1
Soemarno SoemarnoUniversity of Brawijaya1
Novandi Rizky PrasetyaUniversity of Brawijaya1
Istika NitaUniversity of Brawijaya1
Aditya Nugraha PutraUniversity of Brawijaya1
Reni UstiatikUniversity of Brawijaya1
Erza Aulia AdaraUniversity of Brawijaya1
Mochammad MunirUniversity of Brawijaya1
Vita Dewi IslamiUniversity of Brawijaya1
Lilik ZuhriyahUniversity of Brawijaya1
Natalia Damaiyanti Putri RadenUniversity of Brawijaya1
Inayati NgoroUniversity of Brawijaya1
Ni Wayan Surya WardhaniUniversity of Brawijaya1

Afiliasi berasal dari OpenAlex; metadata OAI-PMH jurnal tidak memuatnya. Penulis tanpa ID OpenAlex dicocokkan berdasarkan nama, sehingga dua orang bisa tergabung atau satu orang bisa terpisah.

Sumber metadata: OAI-PMH (metadata jurnal) http://ijphs.iaescore.com/index.php/IJPHS/oai, pertama di-harvest 8 Nov 2026, terakhir terlihat 8 Nov 2026.
Metadata asli (oai_dc)
<oai_dc:dc xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/  http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
	<dc:title xml:lang="en-US">Geospatial patterns and determinants of toddler stunting: evidence from geographically weighted regression</dc:title>
	<dc:creator>Anismuslim, Muhammad</dc:creator>
	<dc:creator>Pramoedyo, Henny</dc:creator>
	<dc:creator>Andarini, Sri</dc:creator>
	<dc:creator>Sudarto, Sudarto</dc:creator>
	<dc:description xml:lang="en-US">This study aimed to map and analyze the spatial distribution of toddler stunting in Malang and identify key risk factors that are spatially correlated with stunting incidence across sub-districts and villages. A geospatial modeling approach using geographically weighted regression (GWR) was employed to account for local variations in the influence of risk factors, reflecting the heterogeneity of conditions that contribute to stunting in different areas. The analysis revealed significant spatial autocorrelation, with stunting cases clustering in specific locations. Results indicate that sanitation risks and household waste management practices were the most significant determinants of stunting prevalence among toddlers in Malang. Improper waste segregation, which leads to odors and attracts flies, and ineffective disposal methods, such as open burning or dumping, were strongly associated with higher stunting rates. These findings underscore the importance of targeted interventions addressing environmental health and sanitation at the local level. By integrating geospatial analysis with GWR modeling, this study highlights the spatial heterogeneity of stunting determinants, providing evidence to guide community-specific public health strategies. Improved sanitation practices and proper household waste management are critical to reducing toddler stunting in areas with clustered risk.</dc:description>
	<dc:publisher xml:lang="en-US">Intelektual Pustaka Media Utama</dc:publisher>
	<dc:contributor xml:lang="en-US"></dc:contributor>
	<dc:date>2026-03-05</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:type xml:lang="en-US"></dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:identifier>https://ijphs.iaescore.com/index.php/IJPHS/article/view/23216</dc:identifier>
	<dc:identifier>10.11591/ijphs.v15i1.23216</dc:identifier>
	<dc:source xml:lang="en-US">International Journal of Public Health Science (IJPHS); Vol 15, No 1: March 2026; 110-117</dc:source>
	<dc:source>2620-4126</dc:source>
	<dc:source>2252-8806</dc:source>
	<dc:source>10.11591/ijphs.v15i1</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://ijphs.iaescore.com/index.php/IJPHS/article/view/23216/14700</dc:relation>
	<dc:rights xml:lang="en-US">Copyright (c) 2026 Muhammad Anismuslim, Henny Pramoedyo, Sri Andarini, Sudarto</dc:rights>
	<dc:rights xml:lang="en-US">http://creativecommons.org/licenses/by-nc/4.0</dc:rights>
</oai_dc:dc>