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Seeing Like a State: The Organizational Logic of China’s Corporate Social Credit System

 

The digitization of surveillance has expanded the capacities of the government to monitor corporate behavior. Using panel data of listed firms in Zhejiang Province from 2021 to 2023, we examine the organizational logic of China’s Corporate Social Credit System (CSCS), a digital governance instrument designed to assess the “trustworthiness” of firms. By design, more “trustworthy” firms will be subject to less government monitoring and have better access to government contracts and market financing. The empirical evidence shows that the CSCS rewards organizational characteristics associated with regulatory compliance and political embeddedness, while firms with more independent boards are less likely to gain points through Social Responsibility activities such as charity and government awards. This pattern reflects a broader logic of rendering firms administratively legible to the state. Cross-sectional analysis suggests that the channels of political embeddedness shift over time, from latent personal political ties to the more recent, formal Party-building provisions adopted across the largely non-SOE sample. The evidence also supports a behavior modification effect, with lower-rated firms improving their scores over time, mainly by paying back taxes and administrative fines, while top-rated firms remain stable. In addition, variation in scores across firms is driven mainly by persistent, firm-level differences rather than by changes in firm characteristics over time. Our findings reveal the logic of CSCS in institutionalizing a hierarchical order of corporate “trustworthiness” through which corporate activities become administratively legible, thereby advancing a distinct state-centric model of corporate governance.



About the Speakers 
 

Lauren Yu-hsin Li new

Lauren Yu-Hsin Lin (J.S.D. ’10) is a Professor of Law at City University of Hong Kong, President of the Asian Law and Economics Association (AsLEA), and a Research Member of the European Corporate Governance Institute (ECGI). A former corporate attorney, her empirical research explores Chinese corporate governance, securities regulation, and state-market institutions—focusing on political influence, party-building in enterprises, and regulatory developments in China. Her scholarship is published in leading journals, including the Journal of Legal Studies and The China Quarterly, cited by the U.S. SEC and U.S.-China Economic and Security Review Commission, and featured in The Wall Street Journal and The Economist.

 

Curtis J. Milhaupt Photo

Curtis J. Milhaupt is an internationally recognized expert on comparative corporate governance, the legal systems of East Asia (particularly Japanese law), and state capitalism. He is a Fellow of the European Corporate Governance Institute (ECGI) and an elected member of the American Law Institute.

In addition to numerous scholarly articles, he has co-authored or edited seven books, including Regulating the Visible Hand? The Institutional Implications of Chinese State Capitalism (Oxford, 2016), Law and Capitalism: What Corporate Crises Reveal about Legal Systems and Economic Development Around the World (Chicago, 2008) and Transforming Corporate Governance in East Asia (Routledge, 2008). His research has been profiled in The Economist, the Financial Times, and the Wall Street Journal and has been widely translated. He is the 2024 recipient of the Cleary Gottlieb Prize for his ECGI working paper, “The (Geo)Politics of Controlling Shareholders.”

 

Scott Rozelle New Headshot

Scott Rozelle is the Helen F. Farnsworth Senior Fellow at the Freeman Spogli Institute for International Studies and Stanford Institute for Economic Policy Research at Stanford University. He received his BS from the University of California, Berkeley, and his MS and PhD from Cornell University. Previously, Rozelle was a professor at the University of California, Davis and an assistant professor in Stanford’s Food Research Institute and department of economics. He currently is a member of several organizations, including the American Economics Association, the International Association for Agricultural Economists, and the Association for Asian Studies. Rozelle also serves on the editorial boards of Economic Development and Cultural Change, Agricultural Economics, the Australian Journal of Agricultural and Resource Economics, and the China Economic Review.

His research focuses almost exclusively on China and is concerned with: agricultural policy, including the supply, demand, and trade in agricultural projects; the emergence and evolution of markets and other economic institutions in the transition process and their implications for equity and efficiency; and the economics of poverty and inequality, with an emphasis on rural education, health and nutrition.



Questions? Contact SCCEI at sccei-info@stanford.edu
 


Goldman Conference Room, Encina Hall, E409

Lauren Yu-hsin Lin, Professor of Law, City University of Hong Kong
Curtis J. Milhaupt, Professor of Law, Stanford University
Scott Rozelle, Senior Fellow, Stanford University
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About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Seminars
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About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Seminars
Date Label
-

 


About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Seminars
Date Label
-

 


About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Seminars
Date Label
-

 


About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Seminars
Date Label
-

 


About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Seminars
Date Label
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Discipline without Slack: Anti-Corruption in China's Health Sector


Speaker: Victoria Liu, PhD student, Stanford University

Anti-corruption reforms are expected to improve public services by reducing waste and private extraction, yet services do not always improve even when corruption is genuinely constrained. This chapter argues that the service outcome depends on how corruption was organized before reform. When corrupt exchange becomes repeated and embedded in organizational roles, it can generate discretionary resources and trusted relationships that help public organizations operate despite weaknesses in their formal support systems. Such corruption remains costly and distorting, but removing it may also disrupt the informal capacity that had sustained routine work. I examine this argument in China's health sector, where the National Volume-Based Procurement program and the 2023 anti-corruption campaign constrained drug-related corruption. Province-level expenditure data from 2010 to 2023 show that outpatient care did not become more affordable and that expenditure rose more where hospitals had relied more heavily on the drug-centered system weakened by reform. Firm records and field interviews provide complementary evidence that the reforms disrupted both financial and relational supports. The findings show that suppressing corruption and building the formal capacity needed to replace it are separate political tasks.


About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Victoria Liu, PhD student, Stanford University
Seminars
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The Efficiency of Public Service Outsourcing: Evidence from Judicial Auctions in China

 

Speaker:  Zhiren Hu, IvyPlus Graduate Student, Economics for Sustainability and Energy Transition Research Program, Stanford University

 


About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Zhiren Hu, IvyPlus Graduate Student, Economics for Sustainability and Energy Transition Research Program, Stanford University
Seminars
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Jobs or Rents? Where International Student Inflows Land in Local Economies


Speaker: Danyue Liang, Visiting PhD Candidate in Economics, University of New South Wales - Sydney

Evidence on how international students affect local economies comes mainly from US commuting zones and college towns, where students are dispersed. In the other main destination countries, student populations are more concentrated in cities, but the local effects there are less studied. I study Australia, whose universities are concentrated in large cities, and use SA2 statistical areas, which are much finer than commuting zones, as the unit of analysis. I estimate how the effects of international enrolment on housing and labour markets vary with distance from campus in this urban-centred setting. Distance is measured in SA2 contiguity steps from each campus, up to order 3. To address students sorting toward high-amenity areas, I instrument campus enrolment with a leave-one-out shift-share predictor. Using rent indices and business counts for 2014–2024, I find that the effect on rents decays with distance and differs by dwelling type. In the labour market, the number of non-employing businesses (sole traders) rises and the number of businesses with 1–4 employees falls. These patterns are consistent with student demand reshaping local housing and business composition.


About the Student Seminar Series


Our Student Seminar Series offers emerging China scholars an opportunity to engage directly with interdisciplinary faculty and peers from across campus to discuss and receive feedback on their research. Each seminar features one or several PhD students presenting their latest empirical findings on issues related to China’s economy. Past topics have included college major selection as an obstacle to socioeconomic mobility, the effect of a cooling-off period on marriage outcomes, and factors contributing to government corruption. Faculty and senior scholars provide comments and feedback for improvement. This event series helps to build and strengthen Stanford’s community of young researchers working on China.

Student Seminars are held on select Fridays from 12 - 1 pm. Lunch will be provided! 

Visit the Student Seminar Series webpage for more information on the content and format of the series and to learn how to sign up to present. 

Learn More About the Student Seminar Series

Goldman Conference Room, Encina Hall, E409

Danyue Liang, Visiting PhD Candidate in Economics, University of New South Wales - Sydney
Seminars
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