{"title":"When coverage is not autonomy: Reproductive health indicators, inequality, and governance in India's national family health survey (NFHS-5).","authors":"Ayushi Raghuwanshi, Sony Kulshrestha","doi":"10.1080/17441692.2026.2715193","DOIUrl":null,"url":null,"abstract":"<p><p>Reproductive health monitoring systems typically measure progress through service-coverage indicators, such as contraceptive prevalence and institutional delivery rates. This article argues that treating high coverage as evidence of women's autonomous reproductive choice creates interpretive risks for rights-based accountability, a problem we term metric conflation. Using published tables from India's National Family Health Survey (NFHS-5, 2019-21), we show how national averages obscure structural inequalities across wealth groups. Despite high institutional delivery (90.4%) and modern contraceptive use (56.4%), unmet need remains 9.4% nationally, and 23.3% of women aged 20-24 were married before age 18. The poorest quintile faces higher unmet need (11.4% vs. 8.6%) and far lower secondary education attainment (37.9% vs. 88.7%) than the wealthiest quintile, structural differentials obscured by aggregate reporting. Female sterilisation accounts for 67.2% of modern method use, raising governance-relevant questions about choice that coverage metrics cannot detect. State-level contrasts (Kerala, Bihar and Uttar Pradesh, selected as high-performing, low-performing, and large-population benchmarks, respectively) further illustrate subnational heterogeneity. We propose a minimal reform package: strengthened use of existing wealth-quintile disaggregation, interpretive guidance for SDG dashboards, and piloting of autonomy-sensitive companion indicators to strengthen equity and accountability in reproductive health monitoring.</p>","PeriodicalId":12735,"journal":{"name":"Global Public Health","volume":"21 1","pages":"2715193"},"PeriodicalIF":2.6000,"publicationDate":"2026-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Global Public Health","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1080/17441692.2026.2715193","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/8/19 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH","Score":null,"Total":0}
引用次数: 0
Abstract
Reproductive health monitoring systems typically measure progress through service-coverage indicators, such as contraceptive prevalence and institutional delivery rates. This article argues that treating high coverage as evidence of women's autonomous reproductive choice creates interpretive risks for rights-based accountability, a problem we term metric conflation. Using published tables from India's National Family Health Survey (NFHS-5, 2019-21), we show how national averages obscure structural inequalities across wealth groups. Despite high institutional delivery (90.4%) and modern contraceptive use (56.4%), unmet need remains 9.4% nationally, and 23.3% of women aged 20-24 were married before age 18. The poorest quintile faces higher unmet need (11.4% vs. 8.6%) and far lower secondary education attainment (37.9% vs. 88.7%) than the wealthiest quintile, structural differentials obscured by aggregate reporting. Female sterilisation accounts for 67.2% of modern method use, raising governance-relevant questions about choice that coverage metrics cannot detect. State-level contrasts (Kerala, Bihar and Uttar Pradesh, selected as high-performing, low-performing, and large-population benchmarks, respectively) further illustrate subnational heterogeneity. We propose a minimal reform package: strengthened use of existing wealth-quintile disaggregation, interpretive guidance for SDG dashboards, and piloting of autonomy-sensitive companion indicators to strengthen equity and accountability in reproductive health monitoring.
期刊介绍:
Global Public Health is an essential peer-reviewed journal that energetically engages with key public health issues that have come to the fore in the global environment — mounting inequalities between rich and poor; the globalization of trade; new patterns of travel and migration; epidemics of newly-emerging and re-emerging infectious diseases; the HIV/AIDS pandemic; the increase in chronic illnesses; escalating pressure on public health infrastructures around the world; and the growing range and scale of conflict situations, terrorist threats, environmental pressures, natural and human-made disasters.