Health Care
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Using administrative data on over 4 million hospital visits, we document striking gender disparities within a government health insurance program that entitles 46 million poor individuals to free hospital care in Rajasthan, India. Females account for only 33% of hospital visits among children and 43% among the elderly. These shares are lower for more expensive types of care, and far lower than sex differences in illness prevalence can explain. Almost two-thirds of non-childbirth spending is on males. We combine these data with patient survey, census, and electoral data to show that 1) the program is unable to fully offset the costs of care-seeking, which results in disparities in hospital utilization because some households are willing to allocate more resources to male than female health; 2) lowering costs does not reduce disparities, because males benefit as much as females do; and 3) long-term exposure to village-level female leaders reduces the gender gap in utilization, but effects are modest and limited to girls and young women. In the presence of gender bias, increasing access to and subsidizing social services may increase levels of female utilization but fail to address gender inequalities without actions that specifically target females.

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Working Papers
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Subtitle
Gender Disparities in Utilization of Government Health Insurance in India
Journal Publisher
National Bureau of Economic Research
Authors
Radhika Jain
Number
Working Paper 28972
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China’s national health reforms over the past two decades have brought the system closer to the modern, safe, reliable, and accessible health system that is commensurate with China’s dramatic economic growth, improvement in living standards, and high hopes for the next generation.

China’s national health reforms of 2009—continuing many reforms undertaken since SARS (2003)—consolidated a system of social health insurance covering the entire population for basic health services, contributing to a surge in healthcare utilization while reducing out-of-pocket costs to patients – which declined from 56% to 28% of total health expenditures between 2003 and 2017. An expanded basic public health service package, funded by per capita government budget allocations that include a higher central government subsidy for lower-income provinces, provides basic population health services to all Chinese. Now the governance structure consolidates the purchaser role for social health insurance schemes under the National Healthcare Security Administration, with most other health sector functions under the National Health Commission. China’s world-leading technological prowess in multiple fields spanning digital commerce to artificial intelligence—and accompanying innovative business models such as WeDoctor that have not yet been fully integrated into the health system—hold promise for supporting higher quality and more convenient healthcare for China’s 1.4 billion.

However, many challenges remain, from dealing with COVID-19 and its aftermath to other lingering challenges, from promoting healthy aging to the political economy of addressing patient-provider tensions, changing provider payment to promote “value” rather than volume, and deciding which new medical therapies qualify as “basic” for the basic medical insurance schemes. To make China’s investments in universal health coverage and the accompanying rapid medical spending growth sustainable in the longer run, policies need to help the most vulnerable avoid illness-induced poverty, increase health system efficiency, strengthen primary care, and reform provider payment systems.

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Testimonies
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Testimony before the U.S.-China Economic and Security Review Commission
Authors
Karen Eggleston
Authors
Noa Ronkin
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News
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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!

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[Left] Radhika Jain, [Right] Postdoc Spotlight, Radhika Jain, Asia Health Policy Program
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Postdoctoral Fellow Spotlight: Radhika Jain on Reducing Inequalities in Health Care and Outcomes

Radhika Jain, a postdoctoral fellow with the Asia Health Policy Program, shares insights on her research into India’s health care system and how it is responding to both the COVID-19 pandemic and standard healthcare needs of citizens.
Postdoctoral Fellow Spotlight: Radhika Jain on Reducing Inequalities in Health Care and Outcomes
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A New Validated Tool Helps Predict Lifetime Health Outcomes for Prediabetes and Type 2 Diabetes in Chinese Populations

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A woman walks past a mural referring to the Covid-19 coronavirus painted on a wall on December 10, 2020 in New Delhi, India.
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How COVID-19 Disproportionately Impacts People with Chronic Conditions in India

A collaborative study by a group of researchers including APARC’s Karen Eggleston documents the adverse effects of COVID-19 on people with chronic conditions in India, particularly among poor, rural, and marginalized populations. The pandemic’s impacts extend beyond health disparities to encompass psychosocial and economic consequences, the study shows.
How COVID-19 Disproportionately Impacts People with Chronic Conditions in India
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Portrait of Radhika Jain with text congratulating her on winning the inaugural Adam Wagstaff award
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Jain 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. Her award-winning paper provides the first large-scale evidence on the behavior of private hospitals within public health insurance in India.

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Background

In an effort to provide greater financial protection from the risk of large medical expenditures, China has gradually added catastrophic medical insurance (CMI) to the various basic insurance schemes. Tongxiang, a rural county in Zhejiang province, China, has had CMI since 2000 for their employee insurance scheme, and since 2014 for their resident insurance scheme.

Methods

Compiling and analyzing patient-level panel data over five years, we use a difference-in-difference approach to study the effect of the 2014 introduction of CMI for resident insurance beneficiaries in Tongxiang. In our study design, resident insurance beneficiaries are the treatment group, while employee insurance beneficiaries are the control group.

Findings

We find that the availability of CMI significantly increases medical expenditures among resident insurance beneficiaries, including for both inpatient and outpatient spending. Despite the greater financial protection, out-of-pocket expenditures increased, in part because patients accessed treatment more often at higher-level hospitals.

Interpretation

Better financial coverage for catastrophic medical expenditures led to greater access and expenditures, not only for inpatient admissions—the category that most often leads to catastrophic expenditures—but for outpatient visits as well. These patterns of expenditure change with CMI may reflect both enhanced access to a patient's preferred site of care as well as the influence of incentives encouraging more care under fee-for-service payment.

This study is part of Karen Eggleston's research project Addressing Health Disparities in China

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Journal Articles
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Journal Publisher
The Lancet Regional Health - Western Pacific
Authors
Karen Eggleston
Authors
Noa Ronkin
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News
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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:

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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.

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The Unfolding Relationship Between Human Workers and Robots in an Aging World

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A Japanese robot prototype lifts a dummy patient
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Robot Adoption Brings Benefits to Japan’s Aging Society

In one of the first studies of service sector robotics, APARC scholars examine the impacts of robots on nursing homes in Japan. They find that robot adoption may not be detrimental to labor and may help address the challenges of rapidly aging societies.
Robot Adoption Brings Benefits to Japan’s Aging Society
A woman walks past a mural referring to the Covid-19 coronavirus painted on a wall on December 10, 2020 in New Delhi, India.
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How COVID-19 Disproportionately Impacts People with Chronic Conditions in India

A collaborative study by a group of researchers including APARC’s Karen Eggleston documents the adverse effects of COVID-19 on people with chronic conditions in India, particularly among poor, rural, and marginalized populations. The pandemic’s impacts extend beyond health disparities to encompass psychosocial and economic consequences, the study shows.
How COVID-19 Disproportionately Impacts People with Chronic Conditions in India
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On the Future Health podcast, Karen Eggleston discusses the findings and implications of her collaborative research into the effects of robot adoption on staffing in Japanese nursing homes.

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This paper describes the qualitative results of the mixed-methods study by Eggleston and her colleagues. For the quantitative results of the study, read the April 2021 paper in the journal BMC Public Health. Also, watch and read our full story and interview with Eggleston.

Objective

People with chronic conditions are known to be vulnerable to the COVID-19 pandemic. This study aims to describe patients’ lived experiences, challenges faced by people with chronic conditions, their coping strategies, and the social and economic impacts of the COVID-19 pandemic.
 

Design, Setting, and participants

We conducted a qualitative study using a syndemic framework to understand the patients’ experiences of chronic disease care, challenges faced during the lockdown, their coping strategies and mitigators during the COVID-19 pandemic in the context of socioecological and biological factors. A diverse sample of 41 participants with chronic conditions (hypertension, diabetes, stroke, and cardiovascular diseases) from four sites (Delhi, Haryana, Vizag, and Chennai) in India participated in semistructured interviews. All interviews were audio-recorded, transcribed, translated, anonymized and coded using MAXQDA software. We used the framework method to qualitatively analyze the COVID-19 pandemic impacts on health, social and economic well-being.
 

Results

Participant experiences during the COVID-19 pandemic were categorized into four themes: challenges faced during the lockdown, experiences of the participants diagnosed with COVID-19, preventive measures taken, and lessons learned during the COVID-19 pandemic. A subgroup of participants faced difficulties in accessing healthcare while a few reported using teleconsultations. Most participants reported the adverse economic impact of the pandemic which led to higher reporting of anxiety and stress. Participants who tested COVID-19 positive reported experiencing discrimination and stigma from neighbors. All participants reported taking essential preventive measures.
 

Conclusion

People with chronic conditions experienced a confluence (reciprocal effect) of COVID-19 pandemic and chronic diseases in the context of difficulty in accessing healthcare, sedentary lifestyle, and increased stress and anxiety. Patients’ lived experiences during the pandemic provide important insights to inform effective transition to a mixed realm of online consultations and ‘distanced’ physical clinic visits.

 

Karen Eggleston 4X4

Karen Eggleston, PhD

Senior Fellow at FSI, Director of the Asia Health Policy Program at Shorenstein Asia-Pacific Research Center
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Publication Type
Journal Articles
Publication Date
Subtitle
A Qualitative Study
Journal Publisher
BMJ Open
Authors
Karen Eggleston
Number
2021;11:e048926
Authors
Noa Ronkin
News Type
News
Date
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Technological progress boosts productivity and has made societies wealthier, but the impact of new digital technologies could be different from anything seen before. Some experts predict a future with robots and other forms of automation increasingly replacing workers, contributing to stagnant income, and worsening inequality. Yet it is difficult to pinpoint the net impact of advanced technologies on labor. There is anecdotal evidence that robotics and automation reduce manufacturing employment and wages, but evidence from the service sector remains scant. Collaborative research by APARC experts is now starting to fill this gap.

The researchers — including Karen Eggleston, APARC deputy director and director of the Asia Health Policy Program (AHPP), Yong Suk Lee, the deputy director of the Korea Program, and University of Tokyo health economist Toshiaki Iizuka, a former AHPP visiting scholar — set out to probe the impact of robots on services provided in nursing homes in Japan. Their study, one of the first investigations of service sector robots, offers an offset to the dystopian predictions of robot job replacement.

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.

Since we are currently still in the early phase of robot diffusion in the service sector, researchers and policymakers need to continue to monitor and assess the extent to which robots complement or augment some types of labor while substituting for others.
Eggleston, Lee, and Iizuka

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Japan has been on the front lines of a demographic crisis, grappling with a declining overall population, increasing proportion of seniors, and aversion to large-scale immigration. It has also been an early adopter of robots to address the shortage of care workers relative to a growing demand for long-term care services. Japan’s experience is especially instructive as more countries face aging populations, helping shed light on how demographics interact with new automation technologies.

In a VoxEU.org article, Eggleston, Lee, and Iizuka describe their study, its findings, and its implications. Examining the relationship between robot adoption and nursing home staffing in Japan, they find that robot-adopting nursing homes had between 3% and 8% more staff than their non-adopting counterparts. The increases in staffing occurred entirely among the non-regular employees. Nursing homes with robots also appeared to have higher management quality and were better able to reduce the burden on care workers. The results suggest “that the wave of technologies that inspires fear in many countries could help remedy the social and economic challenges posed by population aging in others.”

The Financial Times Magazine has recently featured the study by Eggleston, Lee, and Iizuka, calling 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 great value of the study, the article notes, is that it lays the foundation for an empirical debate “on a subject that will be deluged with human emotion as robots continue their march into the services sector.”

You can also listen to a Financial Times podcast that features the new study (the segment starts at 4:52).

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[Left] A nurse assists an elderly woman in a wheel chair; [Right] Oliver Hart
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Public-Private Partnerships for Effective Healthcare: Theory and Practice

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Male Japanese doctor showing senior patient records on a clipboard
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“Co-Bots,” Not Overlords, Are the Future of Human-Robot Labor Relationships

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A Japanese robot prototype lifts a dummy patient
Ri-man, a Japanese robot prototype under development to help assist nurses to lift patients from their bed. As Japan's society ages and nursing shortage increases, there will be a need for a robot to do the heavy lifting, especially since nurses themselves are aging. | Karen Kasmauski via Getty Images
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In one of the first studies of service sector robotics, APARC scholars examine the impacts of robots on nursing homes in Japan. They find that robot adoption may not be detrimental to labor and may help address the challenges of rapidly aging societies.

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Of the many issues that the COVID-19 pandemic has brought into focus, foremost in the spotlight is the vital role that healthcare systems play in societal wellbeing and security. Around the world, health systems of all types have had to rapidly adapt, reassess, and react to constantly changing needs.

The 2020-21 Asia Health Policy Program (AHPP) colloquium series, “Health, Medicine, and Longevity: Exploring Public and Private Roles,” brings together academics, theorists, on-the-ground NGO leaders, and government advisors to explore how partnerships between public providers and private organizations affect the quality and access to healthcare the world over.

The series recently featured a keynote address by Harvard economist Oliver Hart, the 2016 co-recipient of the Nobel Prize in Economics for his work on contract theory — a framework known as ‘The Proper Scope of Government.’ Hart joined AHPP Director and APARC Deputy Director Karen Eggleston to reflect on the impact his theory has had across disciplines in the 25 years since its publication and on the future of research into contract theory. Watch the conversation with Hart below.

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Oliver Hart and the ‘Proper Scope of Government’

Hart’s seminal economic theory, ‘The Proper Scope of Government,” underpins much of the research into public-private partnerships in healthcare. Hart developed this touchstone framework jointly with Andrei Shleifer and Robert W. Vishny to better evaluate when a government should provide a service itself and when it should contract with a private provider for support and execution of services.

The model outlined in Hart, Shleifer, and Vishny’s original 1996 working paper is designed to help providers and contractors consider the costs and benefits of a proposed contractual service agreement. While this model was originally applied to the case of prison privatization, the framework has served as an invaluable tool for researchers in multiple sectors including health policy and provision.

Reflections and Updates to the Theory

In reflecting on ‘The Proper Scope of Government,’ there are things Hart would like to see more fully incorporated into the theory to enrich its real-world applicability. Chiefly among these is better accounting for contractual incompleteness or the reality that a contract cannot anticipate and outline every possible unforeseen event or area of ambiguity. However, modeling contractual incompleteness is notoriously difficult given the almost-limitless factors of variability.

Some of Hart’s recent work on guiding principles responds to this challenge. Rather than trying to predict every aspect of a contractual relationship within the framing and language of a standard contract model, Hart argues that mutually agreed-upon guiding principles —such as equity, loyalty, and honesty — can serve as a foundation for navigating inevitable areas of ambiguity and potential conflict that a contract does not specifically state or that the original theory does not fully account for.

These guiding principles also help preserve space for renegotiation and innovation, which are necessary in an era of rapid technological advances and explosion of measurable data. In this context, Hart cautions against the mentality of ‘more is more:’

“If you put more and more things into the contract and then something happens that wasn’t in the contract, the fact that you put so much more in may make it more difficult to negotiate about the thing that you didn’t put in.”

 Applying ‘The Proper Scope of Government’

Hart shared a prime example of his theory at work in health systems in a case study of the Vancouver Island Health Authority. Traditionally, family physicians would continue as the primary care provider for their patients even if a patient needed hospitalization. But a change of law in 2006 required all specialized in-hospital care be contracted to hospitalists with little to no crossover with care provided by family practice physicians.

The result was a rise in caseload and stress levels amongst hospital specialists and repeated failed negotiations of the standard contract. The addition of guiding principles to the contract, however, provided avenues where reasonable solutions and additional communications could happen beyond the limits of the formal contract.

This is just one case of innumerable where Hart’s work has helped inform and contextualize how policymakers consider relationships between the public and private spheres of healthcare. Responding to the praise and input from fellow economists presented in a tribute documentary to the impact of his framework, Hart remarked:

“I hadn't realized how many people have been influenced by this paper and how they've been using it in different contexts. I knew some of the applications, but there were others I didn't, and it’s been truly amazing to see that.”

Looking Toward the Future

The tradeoffs between public and private partnerships in healthcare systems across the world will continue to be a dynamic and evolving area of research that will rely on theories such as ‘The Proper Scope of Government’ for framing and application. Looking towards the future, Hart was hopeful but cautious about the vitality of the kind of theoretical tradition which allowed for the development of his original theory. He recognizes that specialties such as contract theory and contractual incompleteness are inherently “messy” and somewhat out of vogue with current trends in economics which tend to favor theories that are “impressive, clever, and non-obvious,” regardless of whether they address important questions.

As he iterated in his Nobel Prize lecture, the incomplete world of contracts nonetheless “underlies numerous significant phenomena, some of which have great policy relevance,” and therefore fully deserving of upcoming economists’ time and efforts.

Further Research into Public-Private Partnerships

The Asia Health Policy Program’s 2020-21 colloquium series focuses on the roles and impacts of public-private partnerships in healthcare and the tradeoffs in equity, accessibility, and cost that come with contracted agreements in health systems. All of the events from the colloquium series are available on our YouTube channel. Click the thumbnails below to start exploring.

Collaborative governance — that is, relationships involving both the private and public sectors in the pursuit of public value — is part of ongoing research by Karen Eggleston. Her forthcoming book, The Dragon, the Eagle, and the Private Sector (Cambridge University Press), co-authored with Harvard’s John D. Donahue and Richard J. Zeckhauser, examines the ways in which collaborative governance works across a wide range of policy arenas in China and the United States, with the goal of empowering public decisionmakers to more wisely engage the private sector. Join us for the book launch event, which will be held jointly with the Harvard Kennedy School on March 5 

 

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Thumbnail images for the webinar events in the AHPP's 2020-21 colloquium series, "Health, Medicine, and Longevity: Exploring Public and Private Roles."

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Male Japanese doctor showing senior patient records on a clipboard
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A communications robot named Pepper by Softbank
Q&As

Robots May Be the Right Prescription for Struggling Nursing Homes

Karen Eggleston and Yong Suk Lee speak to the Oliver Wyman Forum on how robotics and advancing technologies are helping staff in Japanese nursing homes provide better and safer care to their patients.
Robots May Be the Right Prescription for Struggling Nursing Homes
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[Left] A nurse assists an elderly woman in a wheel chair; [Right] Oliver Hart
The AHPP 2020-21 colloquium series explores the roles of the public and private sectors in providing equitable and accessible health services. The keynote address was given by Nobel laureate Oliver Hart. | Getty Images
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In its 2020-21 colloquium series, the Asia Health Policy Program weighs the balance, benefits, and considerations in providing health services through national governments and contracting with private organizations.

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Cover of book "The Dragon, the Eagle, and the Private Sector" with an image of a red dragon and a blue eagle.

The governments of China and the United States -- despite profound differences in history, culture, economic structure, and political ideology -- both engage the private sector in the pursuit of public value. This book employs the term collaborative governance to describe relationships where neither the public nor private party is fully in control, arguing that such shared discretion is needed to deliver value to citizens. This concept is exemplified across a wide range of policy arenas, such as constructing high speed rail, hosting the Olympics, building human capital, and managing the healthcare system. This book will help decision-makers apply the principles of collaborative governance to effectively serve the public, and will enable China and the United States to learn from each other's experiences. It will empower public decision-makers to more wisely engage the private sector. The book's overarching conclusion is that transparency is the key to the legitimate growth of collaborative governance.

This book provides a key to understanding how to achieve . . . quality public-private collaboration, done right. Delving deep into two very different societies. . . the authors provide lessons that illuminate and should inform scholars and policymakers alike.
Fareed Zakaria
Journalist and author
This is the rare book that is both analytic and a pleasure to read. It makes a lasting impression. It deserves a very wide readership among all those concerned about the future of the global economy.
Lawrence H. Summers
President Emeritus, Harvard University
Eggleston, Donahue, and Zeckhauser offer an authoritative and intriguing account of why and how collaborative governance. . . has been widely and deeply practiced in two vastly different countries, China and the US.
Yijia Jing
Fudan University
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Books
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Public-Private Collaboration in China and the United States
Authors
Karen Eggleston
Book Publisher
Cambridge University Press
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This study investigates the marginal value of information in the context of health signals that people receive after checkups. Although underlying health status is similar for individuals just below and above a clinical threshold, treatments differ according to the checkup signals they receive. For the general population, whereas health warnings about diabetes increase healthcare utilization, health outcomes do not improve. However, among high-risk individuals, outcomes do improve, and improved health is worth its cost. These results indicate that the marginal value of health information depends on setting appropriate thresholds for health warnings and targeting individuals most likely to benefit from follow-up medical care.

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Journal of Public Economics
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Karen Eggleston
Toshiaki Iizuka
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