Over the past two decades, China has pursued an ambitious plan to establish an accessible and affordable health system that meets the needs of its population. As part of this journey, China’s leadership implemented comprehensive health system reforms and achieved near-universal health insurance coverage at a relatively low per capita income level. Key to this process was the integration of rural and urban resident health insurance programs, which has proven to yield positive outcomes in health care utilization, physical health, and related equity issues. Thus far, however, the integration’s potential psychological effects have been understudied.

New research, published in the journal Health & Social Care in the Community, addresses this gap in the literature. The researchers – Stanford health economist Karen Eggleston, the director of APARC’s Asia Health Policy Program (AHPP); Peking University’s Gordon Liu; and Renmin University of China’s Yue-Hui Yu and Qin Zhou, the latter a former visiting scholar with AHPP – find that the urban-rural health insurance integration has been beneficial for improving mental health among China’s rural adults.

Their study underscores the potential of policy-driven health system reforms to address longstanding disparities, promote mental well-being in vulnerable communities, and enhance quality of life among aging populations. This is the researchers’ final installment in a series of studies on China’s urban-rural health insurance integration.

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Tracking Mental Health Over Eight Years

For decades, China had a fragmented health insurance system, which led to disparities between different populations and hindered the implementation of the Healthy China 2030 blueprint, a bold national strategy to make public health a precondition for all future economic and social development. Responding to this challenge, in 2016, China announced plans to unify its rural and urban health insurance programs. The unified health insurance system, called Urban and Rural Residents’ Basic Medical Insurance (URRBMI), offered equal health service packages and insurance benefits to rural and urban residents. Studies have shown that the integrated system improved healthcare access for nearly 800 million rural residents and helped reduce coverage gaps and inequality. Yet evidence about the integration’s potential psychological impacts has been limited.

Eggleston and her co-authors hypothesized that this reform might also benefit rural adults’ psychological well-being. To test this hypothesis, the researchers conducted a comprehensive analysis using data from the China Health and Retirement Longitudinal Study (CHARLS), a nationally representative survey that tracks health, economic, and social variables among Chinese adults aged 45 and older. The study focused specifically on rural residents, examining changes in mental health, particularly depressive symptoms, before and after the insurance integration. Data from four waves of CHARLS, spanning from 2011 to 2018, allowed the team to analyze trends over a substantial period.

The researchers used an event study combined with a time-varying difference-in-differences (DID) approach, capturing the effect of the health insurance integration on depressive symptoms and comparing changes over time between those affected by the reform and a control group not yet impacted (since local governments introduced the integration reforms in different years, samples in the control group had constantly entered the treatment group during the survey period). This method helps isolate the effect of the policy from other confounding factors, providing a clearer picture of causality. The researchers further examined the heterogeneity of the integration effect across subgroups by gender, age, health status, and family economic status. They also analyzed possible mechanisms through which the reform produced psychological effects

Key Findings: A Significant Drop in Depression

The researchers find that the health insurance integration was associated with a measurable reduction in depressive symptoms among rural seniors. Specifically:

• CES-D scores – a standard measure of depression severity (using a version of the Centre for Epidemiological Studies Depression Scale) – decreased by an average of 0.441 points among those covered by the reform.
• The likelihood of experiencing depression dropped by approximately 3.5% in the post-reform period.
• The decline in depression scores following the integration was continuous, suggesting cumulative effects of the reform. Notably, some psychological benefits appeared up to two years before the reform took effect, likely due to public awareness and positive expectations generated by advance announcements from local authorities.

The results were statistically significant, indicating that the health insurance integration reform has significantly improved the mental health of rural adults and reduced their risk of becoming depressed.

The findings also indicate that a key driver that produced continuous positive psychological effects was the integration’s reduction of health care costs for rural residents, particularly for hospital care. By lowering financial barriers to treatment, the integration improved access to healthcare and made its use more equitable. This, in turn, boosted rural adults’ satisfaction with their health and overall sense of well-being. The improvement may have set off a positive cycle, encouraging more social engagement and physical activity, which helped further ease symptoms of depression.

While the reform reduced depressive symptoms for both male and female older adults, the findings revealed differences across subgroups. It appears the reform did not significantly reduce depressive symptoms for those aged 40-49 and over 70, individuals in poor health, or those in the lowest economic bracket. The researchers attribute this to ongoing financial barriers and limited insurance financing, which may blunt the perceived benefits for high-need groups.

Policy Implications: A Path Toward Health Equity

The study’s co-authors highlight several policy implications for China:

• Expand and standardize coverage: Build on the success of the URRBMI by moving from local-level integration to broader provincial or national coverage, and encourage enrollment among vulnerable populations through subsidies.
• Improve equity for high-need groups: Design more targeted insurance policies for older adults, those with chronic illnesses or disabilities, and low-income groups, especially by covering outpatient treatments for high-cost conditions.
• Increase funding for the URRBMI: Despite progress, reimbursement rates remain low, highlighting the need for greater investment in the program.
• Strengthen rural health infrastructure: Insurance reforms must be paired with improvements in rural healthcare facilities and services to ensure quality care is both accessible and effective.

China’s experience offers valuable lessons for countries aiming to achieve universal health coverage and those grappling with health disparities and aging populations. The positive association between insurance integration and mental health among rural adults in China underscores the importance of comprehensive, inclusive policies addressing financial and social determinants of health.

The study’s findings highlight the need to ensure that the most vulnerable populations benefit equally from health reforms. They also serve as a compelling reminder that thoughtfully designed and implemented reforms can improve physical health and increase mental resilience and social cohesion.

In this relatively well-insured population, annual health care utilization significantly increases primarily because of more intensive use of outpatient care at retirement. This increase in outpatient care stems from a decline in the patient cost-sharing rate, the reduced time constraints upon retirement, and the interaction of these factors with supply-side incentives such as prescribing antibiotics. There is no evidence of change in inpatient care at retirement.

The economics of medical expenditure growth and its interaction with population aging is of considerable policy importance for countries in all income groups. “Our findings may provide useful evidence as one consideration for policymakers in other cities in China and elsewhere looking to increase insurance benefits and control medical spending for burgeoning elderly populations.

India is facing a mounting burden of noncommunicable diseases (NCDs) such as diabetes, cancers, and cardiovascular diseases. NCDs affect more than 20 percent of the Indian population and their prevalence is projected to expand substantially as the population aged 60 and over increases. Left unchecked, the costs of managing chronically ill and aging sectors of the population grow exponentially.

To control costs and address the growing chronic disease burden, India’s public programs must integrate curative hospital services with the most cost-effective preventive and primary interventions, argue Karen Eggleston, APARC’s deputy director and the director of the Asia Health Policy Program (AHPP), and Radhika Jain, a postdoctoral research fellow with AHPP. India must also urgently expand and improve the evidence base on economic evaluations of both preventive and curative health interventions in the country.

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In a correspondence piece published by BMC Medicine, Eggleston and Jain examine the features and limitations of a study that takes an important first step in that direction: a cost-effectiveness study of the Kerala Diabetes Prevention program (K-DPP) that adds such evidence on how to prevent diabetes cost-effectively in India and other low- and middle-income countries.

The study’s authors present a cost-effectiveness analysis of 1007 participants in the K-DPP, and their estimates indicate that K-DPP was cost-effective. Indeed, Eggleston and Jain determine that the analysis shows potential cost-effectiveness in “nudging” the participants towards a healthier lifestyle through suggestive reductions in tobacco and alcohol use and waist circumference. The results of the cost-effectiveness analysis of the K-DPP “highlight the importance of continued research on community-based promotion of healthy lifestyles,” say Eggleston and Jain.

Evidence-based approaches to chronic noncommunicable disease intervention are essential for providing cost-effective care and creating models for future programs like the K-DPP. Eggleston and Jain conclude that future studies advancing evidence-based approaches to chronic noncommunicable disease intervention — ones that cover larger and more representative populations over longer time periods — remain important for more generalizable assessments to inform policy decisions.

In this recent lecture at Cornell University’s Contemporary China Initiative, Karen Eggleston, Shorenstein APARC deputy director and the Asia Health Policy Program director, talks about China’s health system reforms, including progress to date in achieving effective universal coverage, priorities set in the national health meetings, Healthy China 2030 goals, and local experiments in strengthening patient-centered integrated care.