Evaluating and Pricing Health Insurance in Lower-Income Countries: A Field Experiment in India

63 Pages Posted: 18 Mar 2024 Last revised: 2 Feb 2025

See all articles by Anup Malani

Anup Malani

University of Chicago - Law School; National Bureau of Economic Research (NBER); University of Chicago Pritzker School of Medicine; Resources for the Future

Cynthia Kinnan

Tufts University

Gabriella Conti

University College London

Kosuke Imai

Harvard University

Morgen Miller

University of Chicago

Shailender Swaminathan

Sai University

Alessandra Voena

Stanford University

Bartek Woda

Amazon

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Date Written: March 2024

Abstract

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.

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Suggested Citation

Malani, Anup and Kinnan, Cynthia and Conti, Gabriella and Imai, Kosuke and Miller, Morgen and Swaminathan, Shailender and Voena, Alessandra and Woda, Bartek, Evaluating and Pricing Health Insurance in Lower-Income Countries: A Field Experiment in India (March 2024). NBER Working Paper No. w32239, Available at SSRN: https://ssrn.com/abstract=4762946

Anup Malani (Contact Author)

University of Chicago - Law School ( email )

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National Bureau of Economic Research (NBER)

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University of Chicago Pritzker School of Medicine

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Resources for the Future

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Cynthia Kinnan

Tufts University ( email )

Medford, MA 02155
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Gabriella Conti

University College London ( email )

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London, WC1E 6BT
United Kingdom

Kosuke Imai

Harvard University ( email )

1875 Cambridge Street
Cambridge, MA 02138
United States

Morgen Miller

University of Chicago ( email )

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Chicago, IL 60637
United States

Shailender Swaminathan

Sai University ( email )

India

Alessandra Voena

Stanford University ( email )

Stanford, CA 94305
United States

Bartek Woda

Amazon ( email )

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