Healthcare Accessibility and Rural Social Inequality in Bahraich District, Uttar Pradesh: A Socio-geographical Methodological Study
Krishna Kumar, Santosh Kumar Singh, Raj Kumar Singh, Rishabh Bajpai, Aditi Gupta
Asian Journal of Geographical Research · pp. 384–396 · Published 2 Nov 2026
10.9734/ajgr/2026/v9i4497Abstract
Healthcare accessibility combines geographical, financial, organisational and household-level conditions. This methodological illustration applies a socio-geographical framework to a 600-record tabulated household dataset attributed to six development blocks of Bahraich District, Uttar Pradesh. The original source material does not establish independently verifiable fieldwork provenance; accordingly, the reported aggregates are examined as illustrative statistical inputs rather than as population estimates. A Healthcare Accessibility Index (HAI) and Rural Social Vulnerability Index (RSVI) structure the assessment. In the supplied summaries, mean HAI is 0.650 (SD = 0.087) and mean RSVI is 0.327 (SD = 0.110). Reported HAI values differ according to household transport availability (0.692 versus 0.589) and health insurance status (0.688 versus 0.607), while the tabulated correlation between HAI and RSVI is -0.276. These comparisons indicate how linked access and vulnerability measures can be presented, but their statistical significance and generalisability cannot be independently assessed without the underlying records, variable specifications and sampling documentation. Moreover, variables potentially used to form HAI also appear as predictors in the supplied regression, introducing mechanical dependence. The illustration identifies a potentially useful framework for analysing rural healthcare access, while distinguishing methodological demonstration from verified evidence about Bahraich households. Future empirical application requires documented probability or explicitly non-probability sampling, transparent index construction, reproducible analysis and validation of figures against source observations.
Cited by 0
No indexed citations yet.
Related research
- National Health Insurance Scheme in Nigeria; Progress towards Universal Coverage — shares topic coverage
- Willingness to Participate and Pay into a Community- Based Health Insurance Scheme in Imesi-Ile, a Rural Community in Osun State, Nigeria — shares topic coverage
- Catastrophic Health Expenditure and Impoverishment Amongst Hepatitis B Patients in a Resource-Poor Setting — shares topic coverage
- Effect of Health Insurance on Inpatient Health Service Utilization among Households Affected by Non-Communicable Diseases in Busia County, Kenya — shares topic coverage
- Determinants of Community-Based Health Insurance Scheme Enrolment in Developing Countries: A Systematic Review — shares topic coverage
Article metrics
Real usage data collected on this platform.
0
Page views
0
PDF downloads
0
Outbound clicks
0
Citations
Views by country
Approximate, from request IP at view time — not citizenship or institution. Countries with fewer than 5 views are grouped as "Other".
No views recorded yet.
Traffic sources
Referring site, by host.
No traffic recorded yet.
Views and downloads exclude known bots/crawlers. Citations combines this platform's own DOI-resolved index with each external source's own reported total — see Cited by above for individually listed citing works. Last refreshed 0 seconds ago.