This article was first published by the social and political economy portal IndiaSpend.

Women from poor households made about 235,000 fewer hospital visits compared to men for seven gender-neutral disease categories between January 2017 and October 2019, a new study analyzing a Rajasthan state health insurance scheme has estimated. The Bhamashah Swasthya Bima Yojana aims to provide health insurance to about 46 million persons living below the poverty line, as a step towards universal and equitable access to healthcare in the state, per the study.

Pascaline Dupas and Radhika Jain of Stanford University studied data of insurance claims from 4.2 million hospital visits under the Bhamashah scheme from its launch in December 2015 till October 2019, and the study was published as a National Bureau of Economic Research working paper. The study was conducted in partnership with the Rajasthan state government.

Women made up 45% of hospital visits under the Bhamashah scheme between January 2017 and October 2019, though their share in the population is 48%, per the study. The gender gap is starker for girls and older women. The share of girls in children aged under 10 years who visited the hospital under this insurance program was 33%, though their share of this age group's population is 47%; among those aged above 50 years, women are 51%, yet their share of hospital visits under this insurance program was 43%.

"We were struck by this discrepancy in the data. We were not expecting such a large [gender] difference," Dupas, an economist and professor at Stanford University, told IndiaSpend. In most other developed countries for which such data have been analyzed, subsidized healthcare usually caters to those who otherwise don't have access to it, added Jain, a postdoctoral fellow in Asia Health Policy at Stanford University, US.

This opinion piece was first published in the economics and policy portal Ideas for India.

Equity in healthcare is a key goal of health policy in India. Analyzing administrative data from Rajasthan, this article highlights substantial gender gaps in the utilization of subsidized hospital care under the state health insurance program. These disparities persist despite substantial program expansion and seem to be driven by households being less willing to allocate resources to female vis-à-vis male health.

Over the past 15 years, India’s central government and numerous state governments have put in place health insurance programmes that entitle low-income households to free healthcare at public and empanelled private hospitals. Health equity and universal health coverage are explicit goals of these programs. In new research, we study gender equity in the Bhamashah Swasthya Bima Yojana (BSBY)1 health insurance program, which was launched in the state of Rajasthan in 2015, and is similar in design to the national Pradhan Mantri Jan Arogya Yojana (PMJAY).

Our starting point is a dataset of insurance claims filed for all 4.2 million hospital visits between 2015 and 2019, including patient age, gender, residence address, hospital visited, dates of admission and discharge, and service(s) received. We geo-coded hospital locations and patient addresses, which allowed us to calculate proximity to hospitals and the distance traveled for every hospital visit. Finally, we linked the insurance data to the 2011 Census and data on three rounds of village-level (gram panchayat) elections. To our knowledge, the dataset we compiled from these various sources is the first dataset of its type in India and allows us to study care-seeking under insurance with unusual granularity.

Shorenstein APARC is pleased to share that Radhika Jain, our 2019-22 Asia Health Policy Postdoctoral Fellow, is the recipient of the inaugural Adam Wagstaff Award for Outstanding Research on the Economics of Healthcare Financing and Delivery in Low- and middle-Income Countries. Hosted by the International Health Economics Association (iHEA), the award recognizes Jain’s excellent paper, "Private Hospital Behavior Under Government Health Insurance in India." She received the award on July 13 at a special session of the iHEA 2021 Congress.

Jain is a health economist working on public health policy in India. Her research focuses on the role of the private sector in the country’s health system, frictions in health care markets, socioeconomic and gender inequality, and health policy design. Her award-winning paper provides the first large-scale evidence on the behavior of private hospitals within public health insurance programs in India. In a major policy shift away from direct public provision of health care, the Indian government has been expanding health insurance programs that contract private hospitals for service delivery and pay them at fixed rates for services. Until now, however, there has been little empirical evidence on the behavior of private hospitals within these programs. 

Earlier this year, Jain presented the results of her study as part of the Asia Health Policy Program’s 2020-21 colloquium series, "Health, Medicine, and Longevity: Exploring Public and Private Roles.” Watch the conversation here:

For her research, Jain used over 1.6 million insurance claims, 20,000 patient surveys, and a policy-induced natural experiment that changed hospital reimbursement rates. Her study reveals that private hospitals in India engage in coding manipulation to increase revenues at government expense and charge patients out-of-pocket for care against program rules. As a result, almost half of all patients pay for care that should be free, and these payments constitute a 35% markup over the price the government pays. The charges decrease if reimbursement rates increase, but hospitals capture approximately half the increased reimbursements.

Jain's findings indicate that hospitals exploit market frictions and poor program enforcement to capture a substantial share of the public subsidy as profit. “In contexts of weak oversight,” she writes, “profit-motivated private agents systematically flout program rules to increase their revenues at considerable expense to the government and patients.”

She also finds, however, that hospital non-compliance partially compensates for prices set too low to meet the participation constraints of agents. Reimbursement rates, says Jain, are a significant policy lever that drives agent behavior, and simply increasing monitoring without appropriate price-setting may increase compliance but decrease service provision.

Jain’s research shows that market structure — a factor rarely taken into account in social policy design in lower-income contexts — can affect the extent to which public subsidies benefit citizens. Her findings provide broader insights into contracting the private sector for delivering health and other social services in settings with limited institutional capacity for monitoring and optimal price-setting.

On our podcast, Jain discusses her efforts to develop measures that improve how health systems serve vulnerable populations and her collaborative research with Stanford development economist Pascaline Dupas on how India's COVID-19 lockdown affected access to non-COVID-related health care and outcomes. Listen here:

The Adam Wagstaff Award honors the legacy of the late Adam Wagstaff, who was a research manager in the Development Research Group of the World Bank and former president of iHEA, and celebrates his lifelong commitment to improving healthcare financing and delivery and promoting equity in low- and middle-income countries. The award also contributes to iHEA’s efforts to promote excellence in health economics globally and advance internationalization through greater inclusion of low- and middle-income country researchers.

Congratulations, Dr. Jain, on this well-deserved honor!

Does the new wave of digital technologies portend a future in which robots and automation increasingly replace workers and destroy livelihoods? In one of the first studies of service sector robots, APARC experts find evidence to offset dystopian predictions of robot job replacement.

The researchers — Asia Health Policy Program Director Karen Eggleston, SK Center Fellow Yong Suk Lee, and University of Tokyo health economist Toshiaki Iizuka, our former visiting scholar — set out to examine how robots affect labor, productivity, and quality of care in Japan’s nursing homes. Their findings indicate that robot adoption may not be detrimental to labor and may help address the challenges of rapidly aging societies.

Eggleston recently joined the Future Health podcast, an initiative of the New South Wales Ministry of Health, to discuss the study and its implications. The program is available both as a video and audio podcast. Watch and listen below:

Sign up for APARC newsletters to receive the latest updates from our scholars.

Published by the National Bureau of Economic Research, the study suggests that robot adoption has increased employment opportunities for non-regular care workers, helped mitigate the turnover problem that plagues nursing homes, and provided greater flexibility for workers. It is also published in AHPP's working paper series and is part of a broader research project by Eggleston, Lee, and Iizuka, that explores the impact of robots on nursing home care in Japan and the implications of robotic technologies adoption in aging societies.

The study has attracted media attention. The Financial Times Magazine, in a feature story and podcast, called it “groundbreaking in several ways but perhaps most clearly for setting its sights not on manufacturing but on the services sector, where robots are only just beginning to make their mark.” The Freakonomics Radio podcast also hosted Eggleston and Lee for a conversation about their research as part of an episode on collaborative robots and the future of work.