Managing Financial Risk through Social Health Insurance: Welfare Effects of an Indian Health Insurance Scheme for the Poor
We use the staggered roll-out of the Vajpayee Arogyashree Scheme (VAS), a social health insurance scheme for households below the poverty line in Karnataka, India, to study its impact on financial risk. VAS provides cash-less access to tertiary health care for poor households on 7 broad disease categories (about 450 procedures) through almost 200 empanelled hospitals in the state of Karnataka. It was rolled out in 2010 in the north of the state and subsequently expanded to the remaining southern divisions late in 2012. Prior to the expansion of the program in the south, we collected data on either side of the roll-out boundary using a matched sampling strategy that matched villages on either side of the roll-out border using propensity score methods based off of census data. This sampling strategy allows us to identify the distribution of out-of-pocket costs for poor households who have access to VAS and compare it with the out-of-pockets costs of those without access to VAS. We show that village level covariates and individual level covariates are balanced on a very wide range of socio-economic and health infrastructure variables.
We find that access to VAS reduces out-of-pocket medical costs significantly for poor households. This effect is larger for poor households at higher quintiles of the out-of-pocket distribution medical cost (OOPMD) distribution– the OOPMD reduction at the 95th percentile is more than 10 times the reduction in medical cost experienced at the median of the OOPMD distribution. Following Finkelstein and McKnight (2008) we also quantify the welfare gains to society from these reductions in out-of-pocket medical costs due to VAS.