Spatial Econometric Analysis of the Impact of Health Infrastructure on TBC Patients

This study employs a spatial econometrics approach to analyse Tuberculosis (TB) cases across Indonesian provinces using panel data from 2017 - 2021. The findings reveal a distinct spatial pattern, with TB cases predominantly concentrated in the western region of Indonesia, notably in provinces on Java Island. Our SDM Fixed-Effect model indicates that health infrastructure, proxied by drinking water and sanitation does not directly affect TB incidents . In contrast, healthcare facility variables (such as the number of doctors and national health care insurance participation) and control variables (government healthcare expenditure and population density) exhibit a positive direct association with TB cases. Furthermore, two variables (access to drinking water and population density) indirectly affect TB incidence through spatial spillover effects. Henceforth, our results highlight the importance of government intervention in TB through better household health infrastructure quality, improvement of TB case detection and treatment affordability, and efficient resource allocation, especially in TB hotspot regions.

Authors

Institutions

Publication Details

Journal
International Review for Spatial Planning and Sustainable Development
Published
2026-01-14
DOI
https://doi.org/10.14246/irspsd.14.1_96
Primary Topic
Tuberculosis Research and Epidemiology
Type
article
Field-Weighted Citation Impact
0.00

Funders

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

Spatial Econometric Analysis of the Impact of Health Infrastructure on TBC Patients

Iqram Ramadhan Jamil, Yessi Rahmawati, Wahyu Wibowo, Isnawati Hidayah et al.
International Review for Spatial Planning and Sustainable Development
Tuberculosis Research and Epidemiology
article

Spatial Econometric Analysis of the Impact of Health Infrastructure on TBC Patients

Iqram Ramadhan Jamil, Yessi Rahmawati, Wahyu Wibowo, Isnawati Hidayah, Deni Kusumawardani
article en

Abstract

This study employs a spatial econometrics approach to analyse Tuberculosis (TB) cases across Indonesian provinces using panel data from 2017 - 2021. The findings reveal a distinct spatial pattern, with TB cases predominantly concentrated in the western region of Indonesia, notably in provinces on Java Island. Our SDM Fixed-Effect model indicates that health infrastructure, proxied by drinking water and sanitation does not directly affect TB incidents . In contrast, healthcare facility variables (such as the number of doctors and national health care insurance participation) and control variables (government healthcare expenditure and population density) exhibit a positive direct association with TB cases. Furthermore, two variables (access to drinking water and population density) indirectly affect TB incidence through spatial spillover effects. Henceforth, our results highlight the importance of government intervention in TB through better household health infrastructure quality, improvement of TB case detection and treatment affordability, and efficient resource allocation, especially in TB hotspot regions.

International Review for Spatial Planning and Sustainable DevelopmentVol. 14(1)
Sepuluh Nopember Institute of Technology (ID), Universitas Airlangga (ID), Sapienza University of Rome (IT), Padjadjaran University (ID)
Universitas Airlangga
Industry, innovation and infrastructure
Openalex Percentile: Top 86%
Tuberculosis Research and Epidemiology
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.