An Exploratory Spatial Data Analysis of Health Indicators in Pakistan

Pakistan exhibits significant spatial diversity in the distribution of its economic activities, accompanied by persistent regional disparities in various dimensions of health. This article aims to examine the distribution of health indices across 97 districts of Pakistan using exploratory spatial data analysis for the periods 2004-05 and 2014-15. To achieve this, an augmented health index was developed to measure health indicators across districts. The index comprises five key indicators, which were aggregated using Principal Component Analysis (PCA) to generate the final composite index. The findings reveal a positive global autocorrelation, indicating that districts with higher (or lower) health levels tend to be spatially clustered with neighboring districts exhibiting similar health outcomes. Scatterplot analyses of the health index reveal that districts in Punjab and Khyber Pakhtunkhwa (KP) predominantly fall in the High-High (HH) quadrant, while districts in Interior Sindh and Baluchistan are concentrated in the Low-Low (LL) quadrant for both study periods. These results underscore the dual structure of Pakistan's economic geography, consistent with findings from prior studies. Given the importance of geographic disparities in health outcomes, it is recommended to address inter-district inequalities by strengthening social and economic institutions and infrastructure, particularly in Baluchistan and Interior Sindh.

Authors

Institutions

Publication Details

Journal
Indus journal of social sciences.
Published
2024-12-10
DOI
https://doi.org/10.59075/ijss.v2i2.312
Citations
1
Primary Topic
Healthcare Systems and Reforms
Type
article
Field-Weighted Citation Impact
0.54
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

An Exploratory Spatial Data Analysis of Health Indicators in Pakistan

Md. Monowar Karim Khan, Noor Ahmed, Sheeraz Ahmed, Naseeb Ullah et al.
1 citations
Indus journal of social sciences.
Healthcare Systems and Reforms
0.54
article

An Exploratory Spatial Data Analysis of Health Indicators in Pakistan

Md. Monowar Karim Khan, Noor Ahmed, Sheeraz Ahmed, Naseeb Ullah, Waseem Haider
article en
1 citations

Abstract

Pakistan exhibits significant spatial diversity in the distribution of its economic activities, accompanied by persistent regional disparities in various dimensions of health. This article aims to examine the distribution of health indices across 97 districts of Pakistan using exploratory spatial data analysis for the periods 2004-05 and 2014-15. To achieve this, an augmented health index was developed to measure health indicators across districts. The index comprises five key indicators, which were aggregated using Principal Component Analysis (PCA) to generate the final composite index. The findings reveal a positive global autocorrelation, indicating that districts with higher (or lower) health levels tend to be spatially clustered with neighboring districts exhibiting similar health outcomes. Scatterplot analyses of the health index reveal that districts in Punjab and Khyber Pakhtunkhwa (KP) predominantly fall in the High-High (HH) quadrant, while districts in Interior Sindh and Baluchistan are concentrated in the Low-Low (LL) quadrant for both study periods. These results underscore the dual structure of Pakistan's economic geography, consistent with findings from prior studies. Given the importance of geographic disparities in health outcomes, it is recommended to address inter-district inequalities by strengthening social and economic institutions and infrastructure, particularly in Baluchistan and Interior Sindh.

Indus journal of social sciences.Vol. 2(2)
Balochistan University of Information Technology, Engineering and Management Sciences (PK), University of Technology Malaysia (MY), Universiti Teknologi MARA (MY)
Openalex Percentile: Top 28%
Healthcare Systems and Reforms
0.54
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.

An Exploratory Spatial Data Analysis of Health Indicators in Pakistan — Md. Monowar Karim Khan, Noor Ahmed, et al. · Indus journal of social sciences. (2024) | TGRS Research Map | TGRS