July 2024

IZA DP No. 17185: Evaluating and Pricing Health Insurance in Lower-Income Countries: A Field Experiment in India

Anup Malani, Cynthia Kinnan, Gabriella Conti, Kosuke Imai, Morgen Miller, Shailender Swaminathan, Alessandra Voena, Bartek Woda

Universal health coverage is a widely shared goal across lower-income countries. We conducted a large-scale, 4-year trial that randomized premiums and subsidies for India's first national, public hospital insurance program, called RSBY. We find substantial demand (~ 60% uptake) even when consumers were charged a price equal to the premium the government paid for insurance. We also find substantial adverse selection into insurance at positive prices. Insurance enrollment increases insurance utilization, partly due to spillovers from use of insurance by neighbors. However, healthcare utilization does not rise substantially, suggesting the primary benefit of insurance is financial. Many enrollees attempted to use insurance but failed, suggesting that learning is critical to the success of public insurance. We find very few statistically significant impacts of insurance access or enrollment on health. Because there is substantial willingness-to-pay for insurance, and given how distortionary it is to raise revenue in the Indian context, we calculate that our sample population should be charged a premium for RSBY between 67-95% of average costs (INR 528-1052, $30-60) rather than a zero premium to maximize the marginal value of public funds.