Spatial ecological determinants of infectious diseases using National Health Insurance data: A multivariate canonical correlation analysis

Uncertain climate change and population growth, which increase every year, constitute a varied lifestyle that can escalate the incidence of some infectious diseases. In West Java, the incident of dengue hemorrhagic fever (DHF), malaria, and pneumonia, along with the number of claims under National Health Insurance (BPJS) for these diseases, increased in 2022. This research aims to explore the relationship between ecological factors and the incidence of infectious diseases using multivariate canonical correlation analysis. The response variables are the incidence of DHF, malaria, and pneumonia based on disease-related visits to healthcare facilities captured in the BPJS data sample. The ecological factors used as explanatory variables include population size, average humidity, average rainfall, average temperature, the amount of waste transported to landfills per ton, and the percentage of households with access to adequate sanitation. The results showed a high correlation between ecology and disease incidence. Based on canonical loading and cross loading, the ecological factors that significantly contribute to disease incidence are population, average rainfall, average temperature, and the amount of waste transported to landfills per ton. Statistically, reduction in waste sent to landfills can decrease the incidence of DHF, malaria, and pneumonia. Reduction in population can reduce disease incidence, and decrease in temperature can lower disease incidence. Meanwhile, increase in rainfall can also reduce disease incidence. Therefore, efforts to control population growth, improve access to proper sanitation, and implement effective waste management can have a positive impact on reducing the incidence of infectious diseases in West Java. Therefore, efforts to control the population, improve access to proper sanitation, and effective waste management can have a positive impact on reducing infectious disease incidence in West Java.

Authors

Institutions

Publication Details

Journal
Journal of Geospatial Science and Analytics
Published
2025-12-01
DOI
https://doi.org/10.58524/jgsa.v1i3.56
Primary Topic
Healthcare and Environmental Waste Management
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spatial ecological determinants of infectious diseases using National Health Insurance data: A multivariate canonical correlation analysis

Dianadewi Riswantini, Muh. Hafizh Izzaturrahim, Devi Munandar, Rifani Bhakti Natari et al.
Journal of Geospatial Science and Analytics
Healthcare and Environmental Waste Management
article

Spatial ecological determinants of infectious diseases using National Health Insurance data: A multivariate canonical correlation analysis

Dianadewi Riswantini, Muh. Hafizh Izzaturrahim, Devi Munandar, Rifani Bhakti Natari, Purnomo Husnul Khotimah, Rafli Akbar Ramadhan
article en

Abstract

Uncertain climate change and population growth, which increase every year, constitute a varied lifestyle that can escalate the incidence of some infectious diseases. In West Java, the incident of dengue hemorrhagic fever (DHF), malaria, and pneumonia, along with the number of claims under National Health Insurance (BPJS) for these diseases, increased in 2022. This research aims to explore the relationship between ecological factors and the incidence of infectious diseases using multivariate canonical correlation analysis. The response variables are the incidence of DHF, malaria, and pneumonia based on disease-related visits to healthcare facilities captured in the BPJS data sample. The ecological factors used as explanatory variables include population size, average humidity, average rainfall, average temperature, the amount of waste transported to landfills per ton, and the percentage of households with access to adequate sanitation. The results showed a high correlation between ecology and disease incidence. Based on canonical loading and cross loading, the ecological factors that significantly contribute to disease incidence are population, average rainfall, average temperature, and the amount of waste transported to landfills per ton. Statistically, reduction in waste sent to landfills can decrease the incidence of DHF, malaria, and pneumonia. Reduction in population can reduce disease incidence, and decrease in temperature can lower disease incidence. Meanwhile, increase in rainfall can also reduce disease incidence. Therefore, efforts to control population growth, improve access to proper sanitation, and implement effective waste management can have a positive impact on reducing the incidence of infectious diseases in West Java. Therefore, efforts to control the population, improve access to proper sanitation, and effective waste management can have a positive impact on reducing infectious disease incidence in West Java.

Journal of Geospatial Science and AnalyticsVol. 1(3)
Indonesia Defense University (ID), National Nuclear Energy Agency of Indonesia (ID), National Research and Innovation Agency (ID)
Badan Riset dan Inovasi Nasional
Openalex Percentile: Top 23%
Healthcare and Environmental Waste Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.