Does health insurance coverage improve cardiometabolic risk factor levels? Quasi-experimental evidence from India

  • Kavita Singh
  • , Dimple Kondal
  • , Meetushi Jain
  • , Deepa Mohan
  • , Devraj Jindal
  • , Ruby Gupta
  • , Vamadevan S. Ajay
  • , Viswanathan Mohan
  • , Rajeev Sadanandan
  • , Anubha Agarwal
  • , KM Venkat Narayan
  • , Nikhil Tandon
  • , Mark D. Huffman
  • , Mohammed K. Ali
  • , Dorairaj Prabhakaran
  • , Manuela De Allegri

Research output: Contribution to journalArticlepeer-review

Abstract

Background: Chronic conditions cause notable health and economic burdens. While health insurance enables access to healthcare, its effects on chronic care outcomes remain under-explored. Objective: To examine the association between health insurance coverage and cardiometabolic risk factors among people with chronic conditions in India. Methods: Data from the Centre for Cardiometabolic Risk Reduction in South Asia (CARRS) and Solan studies, including 2,926 adults with chronic conditions were analyzed using propensity score weighting to evaluate the associations between health insurance and cardiometabolic risk factors (HbA1c, low-density lipoprotein cholesterol [LDLc], and blood pressure [BP]) and self-reported health status (measured using European Quality of Life Visual Analogue Scale [EQ-VAS]). Mediation analysis evaluated healthcare visits as a potential mediator. Results: Among 2,926 respondents meeting criteria, mean (SD) age was 54.6 years (11.8), and 1630 (55.7%) were women. Health insurance coverage was low (6.5%) and more prevalent among men, higher-income groups, and rural vs urban residents. Insured participants had lower mean diastolic BP (84.8 vs 86.0 mmHg), mean LDLc (113.3 vs 117.2 mg/dl), mean HbA1c (6.9% vs 7.5%), and higher health status (EQ-VAS: 74.6 vs 69.1) than uninsured participants, respectively (p < 0.05). Mediation analysis showed healthcare visits strongly mediated the relationship between insurance and BP and partially mediated effects on LDLc, HbA1c, and self-rated health. Conclusion: Health insurance coverage was associated with better cardiometabolic risk profiles and health status, largely mediated by increased healthcare utilization. Expanding insurance coverage to include outpatient chronic care services should be prioritized to improve health outcomes in low- and middle-income countries.

Original languageEnglish
Article number2570600
JournalGlobal Health Action
Volume18
Issue number1
DOIs
StatePublished - 2025

Keywords

  • Chronic conditions
  • cardiometabolic risk factors
  • insurance
  • propensity score
  • quasi-experiment

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