How to Make the Perfect Citizen? Lessons from China's Model of Social Credit System

The COVID19 crisis has triggered a new wave of digitalization of the lives of citizens. To counter the devastating effects of the virus, states and corporations are experimenting with systems that trace citizens as an integral part of public life. In China, a comprehensive sociotechnical system of citizenship governance has already in force with the implementation of the Social Credit System—a technology-driven project that aims to assess, evaluate, and steer the behavior of Chinese citizens.<br><br>After presenting social credit systems in China’s public and private sectors (Part I), the article provides normative standards to distinguish the Chinese system from comparable Western systems (Part II). It then shows the manner in which civic virtue is instrumentalized in China, both in content (“what” it is) and in form (“how” to cultivate it) (Part III), and claims that social credit systems represent a new form of citizenship governance, “cybernetic citizenship,” which implements different conceptions of state power, civic virtue, and human rights (Part V). On the whole, the article demonstrates how the Chinese Social Credit System redefines the institution of citizenship and warns against similar patterns that are mushrooming in the West.<br><br>The article makes three contributions: empirically, it presents China’s Social Credit Systems and reveals their data sources, criteria used, rating methods, and attached sanctions and rewards. Comparatively, it shows that, paradoxically, China’s Social Credit System is not fundamentally different than credit systems in Western societies, yet indicates four points of divergence: scope, authority, regulation, and regime. Normatively, it claims that China’s Social Credit System creates a form of cybernetic citizenship governance, which redefines the essence of citizenship.<br>


Introduction *
Imagine a world where your daily activities are constantly watched and recorded: what you buy, whether you volunteer in the community, how often you visit your parents, who your close friends are, where you travel, and when you pay your bills.The aggregated data are processed and assessed for developing rankings and scores for you and your fellow citizens.The ranking indicates whether you are a "good" or a "bad" citizen.A high ranking is rewarded while a low ranking may be sanctioned.The ranking also affects your interactions with government and private agencies; it is publicly known so that people can check it before they contact you, date you, or decide to do business with you.And although you are aware that you are constantly being rated, the data sources, criteria used, and scoring methods are largely unknown.
In 2014, the Communist Party of China introduced a plan to construct a "Social Credit System" (社 会信用体系). 1 It intends to use technological innovation to establish a unified system that rates citizens for improving social order and public trust.Although one cannot speak yet of a Social Credit System, China aims to create a comprehensive ecosystem by the end of 2020, where all citizens 2 are rated based on a national credit database.The system should cover most, if not all, aspects of civic life: commerce, finance, taxation, employment, education, transportation, housing, scientific research, and sportsalmost everything that a person leaves a footprint, physical or digital.It promises to reward "model individuals keeping trust," and impose punishments for breach of trust by "blacklist systems and market withdrawal mechanisms." 3 In order to keep trust, a person should obey the law and follow "professional ethics and behavioral norms."The overall idea is to forge public policy in which "keeping trust is glorious and breaking trust is disgraceful." 4e article analyzes social credit systems from the perspective of Western citizenship.Thus far, scholarly discussions have largely ignored the impact of emerging technologies on the institution of citizenship.This neglect is remarkable given the increasing speed at which emerging technologies are entangled in the development of new forms of citizenship governance.The intellectual grounds of existing citizenship regimes have been developed long before the rise of automated systems and, therefore, have not engaged with what can be termed "cybernetic citizenship."Against this backdrop, the article presents a comparison of how technologies redefine the essence of citizenship in China and

I. Social Credit Systems in China
There is no commonly accepted definition of a social credit system.Generally, it is a form of governance that systematically collects information on societal actors (input), processes the data to rate them according to some categories (throughput) and, based on a system of carrots and sticks, aims to incentivize a certain type of behavior (output).Each actor is watched and recorded, assessed and rated, and either rewarded or punished.A social credit system is not necessarily linked to technological progress, yet recent attempts to implement it present a new generation of systems that aim to develop a scientific understanding of society through the use of emerging technologies.
In recent years, social credit systems are mainly discussed with reference to China.The Chinese project has become infamous in the West and been portrayed by Western media as the world's first "digital dictatorship" and a means of Orwellian control. 5Despite the reports on a Social Credit System, a unified national system does not exist (yet) in China.And still, some forms of social credit systems, which are developed and implemented in China, provide adequate information to understand the system's goal, function, and outcome.Overall, three types of systems are in place.First, there is the national system of "blacklists" curated by the government.If citizens are blacklisted, they can be limited in the type of services and goods they have access to.Second, over a dozen pilot projects of social credit Credit System is a government initiative, and Zhima's level of autonomy in the design and implementation of the system is limited.The actual operation is more approximate to a government-outsourcing contract than to a private initiative. 7"Guiding Opinions of the State Council on Establishing and Improving the System of Joint Incentive for Keeping Faith and Joint Punishment for Losing Faith and Accelerating the Advancement of the Development of Social Honesty," the State Council, May 30, 2016 (hereinafter: "State Council Guidelines"), available at http://www.gov.cn/zhengce/content/2016-06/12/content_5081222.htm(English translation is available at https://pkulaw.com/en_law/ed2505ae7122f497bdfb.html).Robert Schuman Centre for Advanced Studies Working Papers on the website of the Supreme People's Court. 16The High People's Court of Hebei Province even announced a mini program (similar to an app) in WeChat, "Laolai Map," where people can check if there are blacklisted people around them ("Laolai" means willful defaulter). 17Alerting against untrustworthy people nearby is done not only through online platforms but also through newspapers and street billboards.And in some cities, courts work together with local phone companies to have a ringtone that alerts callers that a person has been blacklisted. 18The motto is "trust-breaking in one place, restrictions everywhere" (一处失信、处处受限). 19 the local level of government, there are dozens of pilot programs.The first pilot was initiated in 2010 in Suining, a city of Jiangsu Province.It provided every citizen with 1000 starting points.People could lose points for traffic violations or earn points for looking after the elderly.Rewards for high scores contained priorities in access to job applications and top schools, while sanctions for low scores contained restrictions in social services.This pilot was criticized and abandoned. 20Another pilot exists in Rongcheng, a city of Shandong Province.In this scheme, people are given 1,000 points as a first step; from here, the play begins.The county-level city publishes a yearly Social Credit Information Collection Catalogue, which lists 150 positive and 570 negative actions as a guiding framework for residents. 21oints can be deducted for throwing cigarette butts in public places or selling fake products.Serious offenses, such as employing children under the age of 16 and forcing people to work in hot temperatures, lead to the blacklist.Conversely, points can be earned for donating to a charity and committing a heroic act.The score scale is between ++A (>1,050) and D (<600, a blacklist). 22A D-category means restrictions on public finance, employment, and welfare.Rewards for a high score can include cheaper utilities and health care or better bank loans.
Local initiatives demonstrate the nexus between emerging technologies and social credit systems.In Shenzhen, facial recognition technology has been integrated into the traffic system, which allows the detection of petty crimes such as jaywalking.Jaywalkers can be publicly shamed on screens and their score can be reduced. 23Hangzhou, the capital of Zhejiang Province, has a smart-ID card where users are identified by facial recognition for multiple purposes, from paying for public transport to getting social security funds.Other initiatives, however, are low-tech.In the villages of Jiakuang Majia, the system operates with pens and papers. 24Some practices are reminiscent of the old GDR (German Democratic Republic), illustrated by civil servants going around villages with assessors to collect information.The role of the information collectors is to watch and record the life of the residents.If they European University Institute 5 do something "good," such as helping the elderly, they can get a boost; if they do something "bad," such as leaving trash in hallways, they can lose points. 25 for 2019, there are more than forty municipal and district social credit pilots in China.Local pilots, especially the 12 "model cities" chosen by the National Development and Reform Commission, 26 provide an opportunity to observe lessons on a future unified Social Credit System. 27In some cities, the system targets actions that in a Western perspective may be regarded "private," such as visiting one's elderly parents (In China, there is a legal obligation to visit one's parents older than 60 28 and, in general, the line between private and public life, as well as the essence of privacy, has a different meaning compared to Western societies).In addition, local codes of "good conduct" contain both legal rules and common social norms.In Qingshan, for instance, the system includes items such as "being rude to neighbors, and showing off in fancy cars at weddings and funerals." 29In some areas, there are photos of residents with a high score displayed outside the city hall and public libraries.
Next to national and local programs, private companies have extensively experimented with social credit scoring.In 2006, the People's Bank of China initiated the Credit Reference Center. 30The goal was to create a centralized consumer credit reporting system to assess the financial credibility of individuals and legal entities.In 2014, following the release of the State Council Agenda, a national plan to establish a Social Credit System that goes beyond financial credit information, to assess whether a person is trustworthy in the public eye, was announced.This has been the background for the development of private pilots. 31 From 2015 to 2018, eight private companies implemented such pilots: Sesame Credit, Kaola Credit, Qianhai Credit, Intellicredit, Sinoway Credit, Pengyuan Credit, China Chengxin Credit, and Tencent Credit. 32Starting in 2018, these companies-each has different data sources, scoring methods, and functional goals-have joint forces to create Baihang Credit (百行征信 Robert Schuman Centre for Advanced Studies Working Papers 有限公司) as a unified platform of big tech companies and the Chinese government. 33The connection between Baihang Credit and the planned national social credit system in 2020 is not yet clear. 34same Credit, the credit rating of the online retail giant Alibaba, is the best-known private platform.Launched in 2015, it tracks the behavior of Ant Financial's millions of users, who have signed up the program (although there are strong incentives to sign up, it is voluntary), and rates them.The system is part of Ant Financial Services Group, an affiliated company of Alibaba.Data sources mostly rely on Alipay, the world's largest online payments platform (with almost 900 million users, larger than PayPal).Using its subsidiaries, Ant Financial also has data on loans (Ant Cash Now), insurance (Ant Insurance Services), wealth (Ant Fortune), and biometrics (ZOLOZ).The data allow to assess people based on five categories: 1) payment/credit history, 2) contractual capacity, 3) behavior (such as shopping habits 35 or travel data), 4) personal character (such as age, job, salary, and education), and 5) social relations (such as social networks).The algorithm, however, is secret-the criteria, and their relative weight in the overall assessment, are unknown.The outcome of the assessment is a score ranging between 350 and 950.A low score leads to restrictions-slow internet speeds, limited access to clubs and jobs, low chance to get loans, mortgages, and insurances, and even limited access to public toilets that work on facial recognition.A high score leads to commercial privileges-low-interest loan, priority booking of taxis or deposit-free bike and car rentals, free use of umbrella sharing services, discounted mobile phone rates, coupons for shopping, and fast-track visa to designated countries at airports. 36A high score signals wealth and prosperity.Interestingly enough, it has not gone unnoticed in the Chinese dating scene.The Baihe dating service (百合网) is linked up with Sesame credit scores, allowing people to judge one another also based on the social credit score. 37To a large extent, the Sesame Credit looks like gamification of citizenship. 38viewing social credit initiatives in China teaches several lessons.First, there is no unified Social Credit System, but multiple systems: national, local, and private.It is an ecosystem, consisting of multiple sub-systems-each has different data sources, scoring criteria, forms of assessment, and normative outcomes 39 -that increasingly converge on a common goal.Importantly, "scoring" is not a feature of all systems, with the most important ones (the national black-and red-lists) assigning a status rather than a score.Western media reports about a unified system that inspects every aspect of life and generates a score for every citizen are exaggerating and mostly incorrect.Nuances exist not only on different government levels and regions but also on functions: administrative, commercial, societal, and 33 "Public License Information Form of Establishing Institutions Operating Individual Credit Investigation Business," The People's Bank of China, February 22, 2018.Baihang Credit is available at http://www.baihangcredit.com/index.html. 34The system may eventually be divided into two credit systems: financial (经济信用) and moral (道德诚信).See Lu Wang, "Violations of Laws Cannot be Equal to Dishonesty: On the Clarification of the Divergence of the Establishment of Social Credit System," Caixin, March 31, 2020, available at http://opinion.caixin.com/2020-03-30/101535820.html. 35Celia Hatton, "China 'Social Credit': Beijing Sets up Huge System," BBC News, October 26, 2015 ("'Someone who plays video games for 10 hours a day, for example, would be considered an idle person, and someone who frequently buys diapers would be considered as probably a parent, who on balance is more likely to have a sense of responsibility,' Li Yingyun, Sesame's technology director told Caixin, a Chinese magazine, in February"). 36 Still, there are alarming features in the systems that operate in China.The most basic one is the method that combines 1) data aggregation on a wide range of topics, 2) data sharing between government departments and private organizations, 3) joint punishment systems implemented by these entities, 4) shaming mechanisms, which publicly denounces willful defaulters, often by displaying their name and photo, 40 and 5) wide outcome that goes beyond the original "wrongdoing."More alarming is the potential use of surveillance technologies in some pilots, which has become a general feature of the system.
Second, studies show a high public approval of social credit systems, especially among "wealthier, better-educated, and urban residents."Such systems are perceived as "useful tools to make individuals and companies more honest and accountable for their actions," and as mechanisms to improve "ethical conduct in Chinese society and economy." 41Chinese media, too, positively portray the social credit system as a favorable development. 42ird, the goals of the system are disputed.Western media portrays it as a means of surveillance, rooted in a history of social control in China. 43And yet, China insists that the goals of the national system are different-creating a culture of integrity and trust in four policy areas: judicial integrity (enforcing court orders), government integrity (fighting corruption in public institutions), commercial integrity (reducing business dishonesty 44 ), and societal integrity (strengthening trust within society). 45he system is mainly geared toward legal compliance-issues such as tax evasion, non-payment of administrative fees, food safety violations, and failures to follow judicial orders and contract obligations-although it also concerns with a supposed moral decline in civic society and a rapid economic growth in China.For instance, 225 million citizens have no bank account, 46 and a Social Credit System can enable people with no credit history to participate in the economy.
The outbreak of coronavirus in China shows the widening scope of the Social Credit System.On January 31, 2020, the People's Bank of China and other government departments issued a notice concerning the coronavirus and the Social Credit System. 47People who have lost their source of income due to the coronavirus are granted a repayment schedule; unpaid bills are not negatively affecting the social credit score.People devoted to the public good, demonstrated by volunteering to help during the coronavirus period, are listed in a "Joint Incentive List" and incented administratively, commercially, 40 In some cases, courts further disclose willful defaulters' address (住址).Electronic copy available at: https://ssrn.com/abstract=3586503Robert Schuman Centre for Advanced Studies Working Papers and socially. 48At the same time, concealing medical history (or travel history in infected regions or contact with infected people) and refusing quarantine can lower the social credit score and place one's on a blacklist in Shanghai and other cities. 49 In Hunan, scores can be reduced for actions such as spreading incorrect rumors or driving up the prices of social goods and medical supplies.
Fourth, it is unclear how effective the system is in promoting its declared goals.Anecdotal evidence indicates that, under a social credit system, people are more likely to stop in front of crosswalks, keep the streets clean, and visit their parents.A book released by Ant Financial employees shows that 46 percent of Sesame Credit users paid their debt after being blacklisted. 50In Rongcheng, there has been a 23 percent decrease in criminal cases, an 18 percent drop in public order offenses, and a 40 percent decline in "uncivilized" behavior. 51This trend, the government hopes, will lead to a trust-based society.

II. China and the West
How unique is China's Social Credit System?Is it really different from national, municipal, and commercial credit systems in Western societies?To a certain extent, there are similarities between China and the West.Most credit systems systematically collect data 52 and have some (diverse) form of surveillance and assessment, which leads to some sort of classification and scoring.Most credit systems have control, management, and behavior change as primary goals, even if other goals are included.Most credit systems seek to construct norms and values.In both China and the West, social credit systems are sometimes voluntary (a person needs to sign in and can opt-out based on consent; for example, at Uber or Sesame Credit) and are sometimes mandatory (regardless of a personal choice).And in both China and the West, credit systems function as a reputation system that often goes beyond the law.
Scoring systems are well known in Western societies. 53In the private sector, companies in the sharing economy, such as Airbnb, eBay, and Uber, allow providers and users to rate one another based on characteristics such as courtesy.Likewise, quantified technologies track personal habits related to health, sports, and sleep, and categorize (and often score) people based on the data. 54Ranking is everywhere.Westerners rate individuals-as passengers, clients, students-and products.Examples are all around: agencies that rate job applicants and provide employment credit checks; insurance companies that offer exclusive deals for people who are willing to give access to personal data, such as fitness trackers and tracking devises to record driving patterns; landlords who decide on tenants based on 48  "tenant blacklists" in the rental market 55 ; and firms that base decisions on data bought from "data brokers." 56Such ratings may have severe consequences 57 -a denial of a job application, loan, and health insurance, or inability to return a product in case of being on a "store-returns blacklist." 58The most known examples of rating systems are credit scores in the United States (e.g., FICO score) and other states (e.g., Schufa in Germany), which assess the creditworthiness of a person mostly based on financial criteria, and whose score is frequently used by banks, insurance and credit card companies.Methods for rating people based on their physical and digital activities are massively expanding in the West. 59In fact, one can find the proliferation of rating systems not only in consumer behavior but also in other fields of life.Peeple, AdviceRobo, FriendlyScore, and TrustingSocial are a few examples of a growing Western "scored society." 60oring systems are used not only in the private sector but also in the public sector.In Israel, for instance, citizens who serve in the military get a personal score (a quality index, kaba), which reflects their value as a soldier.This numerical figure (41-56) influences the placement in military positions, which may affect the future prosperity of the individual.Reported criteria include education, motivation, and the of a psychometric test and an interview.At Ben Gurion Airport, every passenger is assigned a score according to his/her security risk, and there are "blacklists" for people whose security risk is high. 61Scoring systems are implemented by public authorities in almost every Western country, rating the valuableness, reliability, and credibility of citizens.A paradigmatic example is school tests.These tests are likely to affect one's chances to get into a good university and find a proper job; the tests, in most cases, are comparative, rated against the outcome of other students.Scoring systems also apply to noncitizens; think, for instance, of a points-based immigration system.Recently, a method of digital social credit was proposed by Andrew Yang, who was a U.S. Democratic presidential candidate (2020).Digital Social Credits, in his view, could improve civic engagement and volunteer rates; scores could be gained by "participating in a town fair," "tutoring a local student," or "volunteering at a local shelter." 62 the municipal level, notions of social credit are on the rise.In the past years, there have been attempts to use technology to motivate good citizenship through the creation of a catalog of "good deeds."Examples of good deeds include voting, helping the elderly, seeking professional training, taking first-aid courses, organizing cultural events, and undergoing self-employment workshops.According to one idea, citizens can choose and implement good deeds from a municipal catalog, which will then be recorded and scored; based on the score, each citizen will receive a reward from a parallel 55  Electronic copy available at: https://ssrn.com/abstract=3586503Robert Schuman Centre for Advanced Studies Working Papers catalog of "municipal benefits." 63Rewards include free public transportation and bicycle rental, tickets to cultural events, and reduced municipal housing.The idea is to use financial incentives to motivate civic engagement, social solidarity, volunteer work, and social interaction with the hope that, over time, these incentives will create a culture of communal activism.Different versions of this system exist in Barcelona in Spain (Social Coin), Cascais in Portugal (Innowave CityPoints) and Hull in the United Kingdom (HullCoin).
In spite of the rise of social credit systems in the West, the case of China differs significantly for at least four reasons. 64First, scope: credit systems in the West do not usually score people qua citizens, but qua drivers, landlords, clients, or soldiers, while social credit systems in China target persons qua citizens.By targeting people as citizens, social credit systems do not target them according to a particular, limited profession, but according to being members of a political community.As such, everyone is included in the system and is assessed not only on the basis of being "good" at a job or "nice" toward customers, but also as a good (or a bad) citizen.If a person has a low credit score in the West, she may not be able to get a loan, but this will not affect her entire life-whether she can travel on high-speed trains or apply for a civil service job.In other words, the Chinese system is not limited to one field but is potentially all-encompassing.The implications of doing good or bad radiate beyond the original context into other spheres of life by a set of socio-economic rewards (or punishments) and reputational gains (or losses); citizens can thereby be "punished" multiple times for the same action.The system is comprehensive for another reason.In Western democracies, the rule of law entails that everything that is not forbidden is generally allowed; this creates a division, which is not always clear, between law and morality.In China, social credit systems target not only legally impermissible actions but also morally and professionally undesirable actions.The Chinese system may thus function even when the law ends (hence, it is not fully subject to constraints that are typically characterized legal systems).It is not merely a law enforcement system but a system to generate and enforce trust. 65It targets desirable actions, even if they are not legally mandatory, and undesirable actions, even if they are not unlawful per se.However, it should be noted that the Chinese legal tradition has dominant schools of thought-in particular, Confucianism-that have promoted the extension of the sphere of the law into the domain of morality for centuries. 66Therefore, it can be expected that efforts to extend the reach of the social credit system into moral issues in China will correspond to a legal codification of the related behaviors.In this regard, the design of the Social Credit System is interconnected with the Chinese perception of citizenship, in which the dividing line between law and morality, public and private is blurred and quite different than Western societies.
Second, authority: the Chinese system is not only comprehensive but also a government-sponsored enterprise.It matters whether private parties, such as large companies, or public parties, such as state governments, leverage the technology.Public authorities, as sovereign actors, have a more extensive range of means at their disposal to reward or punish citizens, like the use of physical force or the power to require companies to refuse services.China is developing a centralized ecosystem of databases whose sources are both public and private; the outcome produced by the data is implemented by both the public and the private sectors.Data sharing between government institutions, and between them and private companies-such as Alibaba, Tencent, and Baidu-will produce a centralized database where many aspects of the public and private life are recorded: commercial data (e.g., mobile phone purchases), social data (e.g., social media contacts), and digital data (e.g., internet search history).Think, as an 63 "Catalog of Good Deeds: Building Civil Society Through Daily Acts of Kindness," Mayors Challenge, Tlalnepantla de Baz, Mexico: 2016 Finalist, available at https://mayorschallenge.bloomberg.org/ideas/tlalnepantla-de-baz/. 64Mac Sıthigh and Siems, supra note 50 (offering eight criteria to distinguish China from the West: drafter, user, aim, scoring, application, algorithm, enforcement, accountability). 65The system is called "social credit" yet the word xìnyòng (诚信), which is translated to "credit," also means trust, integrity, and virtue; it is more accurate to call it a "social trust system." 66Yongxi Chen, "A Déjà Vu?The Social Credit System and Fajia (Legalism)," Verfassungsblog, January 28, 2019.
Electronic copy available at: https://ssrn.com/abstract=3586503 How to Make the Perfect Citizen?Lessons from China's Model of Social Credit System European University Institute 11 analogy, of an ongoing lawful data-sharing mechanism in the West between the U.S. Government, Facebook, Google, Amazon, YouTube, Uber, eBay, and private bodies such as banks, mobile phone providers, and credit card companies.Such a mega database will allow China to extend the system's logic from "good citizenship" to "good personhood," aiming to create not only the "perfect citizen" but also the "perfect person." 67ird, regulation: the Social Credit System blurs the distinction between law, economics, and morality.While the system is not extralegal (in fact, its functioning depends on legal codification), it presents a new regulatory approach, which combines all four types of regulation, as perceived by Larry Lessig: laws (enforced by sanctions), norms (enforced by social pressure), markets (enforced by price mechanisms), and architecture (enforced by technical codes). 68The Social Credit System, as Primavera de Filippi notes, "essentially consists of code (responsible for collecting data and translating it into a social score) combined with market dynamics (i.e., a series of economic incentives or disincentives to act in a particular manner) and social norms (as a result of … social pressure").69This makes the system, regardless of its scope and consequences, fundamentally different than Western legal systems.
Fourth, regime type: having a high or a low score, or being on a blacklist, can have far-reaching implications in China.Due to the scope of the system, and the fact that it is government-sponsored, the affected human rights are not peripheral but fundamental-education, health, and housing, as well as freedom of movement, free speech, and individual liberty.Of course, the implications of being blacklisted in the West can also be severe-think of a person who is classified as a high-risk at the airport or has a low FICO score-and may infringe upon fundamental human rights in a way that goes beyond the original context in which the score is given.Nevertheless, in Western societies, people can vote in a free election on the future of the system and there are different notions of rule of law, due process, and separation of power.The point is not against social credit systems per se, but against their design, application, outcome, and their operation in a non-democratic regime, which has different conceptions of justice, fairness, and due process.In other words, it is a matter of degree, not principle.A social credit system just mirrors all the good and the bad things of the socio-economic structure that implements it.
China's social credit system has been influenced by Western notions of financial credit.Sesame Credit was designed in light of the FICO score in the United States, 70 which assesses a person's creditworthiness; the FICO score ranges from 300 to 850 and it is mostly based on financial criteria: payment history (35% of the score) and length (15%), credit owed (30%), new credit (10%), and credit mix (10%).Mac Sithigh and Siem rightly note that "it cannot be assumed that 'what happens in China, stays in China' … the growing global influence of China can mean that the Social Credit System may well be a regulatory tool which could inspire the West." 71Authoritarian regimes, such as Venezuela, are already considering the implementation of a similar system, and supports of different versions of it exist in Western countries such as Germany. 72Some liberal scholars even find the system to be valuable.Mac 67 Aristotle distinguishes between an ethical understanding of virtue (ethos, pertaining to personal character) and a political understanding of virtue, arguing that being a "good citizen" does not automatically mean being a "good person."One can follow civic duties, such as voting, and fulfil civic expectations, such as engaging in civil society, without being a virtuous person (e.g., not being courageous or temperate). 68Lawrence Lessig, Code and Other Laws of Cyberspace (Basic Books, 1999), 85-99.Robert Schuman Centre for Advanced Studies Working Papers Sithigh and Siems mention that the "system enables honest but poor persons … to obtain financial credit which otherwise would not be available," and add that "even the blacklisting system can be seen as beneficial for individuals as far as it induces their debtors … to comply with court judgments"; by treating citizens by their individual actions, "the Social Credit System may give Chinese citizens more control over the impact of their actions than previously." 73Social credit systems can also reward human actions and characteristics that are not valued in a market mechanism, such as taking care of children and parents. 74The challenge with which political theorists are likely to struggle in the next decades is thus how to design a form of social credit that respects Western conceptions of liberty and democracy.
The following section takes up this challenge and analyzes social credit systems from dominant perspectives of Western political philosophy.By taking this approach, we do not seek to present a normative analysis of the Chinese context.We acknowledge that different political philosophies are relevant in China, such as Confucianism and legalism, which might offer very different ways of evaluating a social credit system.Rather, we take the social credit system as a "mirror image" of tendencies in sociotechnical systems that are being developed in the West.Hence, the discourse is one concerning the desirability of social credit systems in the context of Western democracies.

III. Civic Virtue
At the core of China's Social Credit System lies the notion that citizens ought to have certain qualities to sustain social order and harmony.This notion resonates with a widely accepted idea amongst Western political theorists that citizens should possess a core set of qualities for the political community to function relatively well.If citizens are politically disengaged and reluctant to follow social norms and rules, a political community would be dysfunctional even if it has well-designed institutions. 75States employ a vast array of policies to enhance essential civic qualities-from military service, via the publicschool system and jury duty, and up to coercive laws.These policies are the basis for Western citizen making, a process whereby the qualities that supposedly make up good citizens are promoted or demanded. 76 order to know how to be a "good citizen," one needs to ascertain what "good citizenship" implies.In Western theories, the idea of good citizenship is mostly connected with the concept of civic virtue: the qualities or dispositions that citizens need to possess.Most theories try to answer two key questions: (1) what is civic virtue, and (2) how should it be cultivated?An elaborate response to these questions derives from different theories of citizenship-liberalism (e.g., Kant, Rawls), communitarianism (e.g., Rousseau, MacIntyre), and republicanism (e.g., Aristotle, Arendt).The distinction between these theories is not always clear-cut, because they often overlap in their answer to "what" civic virtue is while differing on the question "how" it can and should be cultivated, and vice versa.Whatever the theoretical framework is, China's Social Credit System seems to challenge the established understanding of Western philosophy of "what" civic virtue is and "how" it can be cultivated.
Electronic copy available at: https://ssrn.com/abstract=3586503 How to Make the Perfect Citizen?Lessons from China's Model of Social Credit System European University Institute 13 happiness. 78It presupposes that human beings act morally good when they aim to attain the highest good of happiness. 79Virtue is a disposition that is intrinsically valuable for the person possessing it, like courage or friendship.This means that one cannot simply observe or measure virtuous acts, or take certain actions (say, donation) as a proxy for the existence of civic virtue (say, being generous).Civic virtue is not a mere emotion (e.g., love for one's country), a normative attitude (e.g., wanting to shake hands to greet someone), a certain behavior (e.g., paying taxes or voting in elections), or a piece of knowledge (e.g., citing the national anthem).Instead, one must get acquainted with the general state of a citizen's character over time, which typically happens through close social interaction.The second considers civic virtue as instrumental, 80 being valuable not primarily for the happiness of the citizen possessing it, but rather for the well-being (social order, community cohesion, and so forth) of the political community. 81For instance, being courageous can be seen as a civic virtue since it fosters a well-functioning public discourse, which has the aim of distributing goods according to the idea of distributive justice.Courage is not primarily seen as valuable in itself but derives its value from its instrumental relation to communicative action. 82Thus, civic virtue is perceived as any quality possessed by a citizen that contributes to the well-being of the political community, which includes a broad range of attitudes, social norms, and types of knowledge and behavior. 83Aspects of civic virtue can therefore be observed and measured, for instance, by testing a citizen's knowledge of social norms (e.g., a citizen test) or observing a citizen's actions (e.g., voting).
Western political theories similarly offer two distinct methods for how civic virtue should be cultivated. 84First, there are technical methods.These methods presuppose that citizens can acquire civic virtue as a skill, through habitual exercise (rehearsing the behavior to perfect the skill); "good citizenship" can be learned, similar to learning how to drive a car or play a musical instrument.Citizens are supposed to engage in the process of virtue cultivation by the promise of increased utility-for example, economic advantage and social reputation or status.Acquiring virtue is similar to learning a technical skill based on pre-given and known "standards of excellence." 85This means that commemorating "rightly" entails following social standards of excellence, such as respecting a collective period of silence.Civic virtue can be assessed by a clear understanding of success and error and can be taught through the use of coercive law, education, and public etiquette.Making good citizens requires the establishment of certain means-such as a school system or military service-to instruct citizens to internalize habitual skills that support the overall flourishing of a political community.Second, there are phronetic methods (taken from the Aristotelian concept of phronesis, prudence).Phronetic methods are based on the premise that civic virtue cannot be learned by instruction or fixed Robert Schuman Centre for Advanced Studies Working Papers standards, but only through engaging in virtuous acts. 86Virtue is cultivated through frequent engagement in particular virtuous acts, taken in a specific moment, which have no precedent and, hence, no prior standard that can guide its exercise.It is oriented towards an open future, and depends on the ability of the citizen to make a singular decision in a particular context in which no previously known standards can let the citizen know how to act virtuously. 87People become virtuous through social interaction, facilitated by a public "space of appearance" where they freely act and speak together. 88urthermore, citizens should be intrinsically motivated to engage in civic virtue and not be primarily swayed by extrinsic incentives like reputation or money.According to Aristotle, there are three "ultimate goods" (i.e., motivators) for human action: pleasure, honor, and eudaimonia. 89The goods of pleasure and honor are not self-contained; pleasure depends on external stimulus (e.g., consuming food) and honor on the external approval of others (e.g., gaining a reputation in making a work of art).Only actions aimed at eudaimonia, the highest good, are self-contained and therefore intrinsically motivated.A citizen should be honest because honesty is intrinsically valuable, not because it brings reputation or comfort. 90w does the notion of civic virtue underlying the Social Credit System relate to Western conceptions of civic virtue?First, concerning the concept of civic virtue, the Social Credit System incorporates an instrumental conceptualization of civic virtue.It considers civic virtue as an indispensable tool of the state to achieve social order in China-citizens are required to be virtuous in order to serve the aggregate social good and public trust-and is not considered as a means to the end of individual happiness.Moreover, the input of the system-the "items" it collects-is considered to be observable and measurable indicators.Whether one pays bills, crosses the street while the traffic light is red, or fails to pay a visit his/her parents are seen as visible indicators of civic virtue.These indicators can be about practically anything, captured by the motto that "trust-breaking" can happen anywhere and lead to consequences everywhere.It means that civic virtue is conceived in broad terms, including the behavior of citizens, the relations they maintain, and the status they have.It takes these elements as measurable proxies for citizens' qualities and presupposes that they can be measured and observed.To some extent, the way in which Social Credit System understands civic virtue can be likened to the way in which one understands the quality of a tool like a computer.Its value is derived from the function it has with regard to the human user or the organization in which it operates; a computer is not valuable in and of itself.Moreover, its qualities (speed, safety, processing capacity, etc.) can be observed and measured by testing a broad range of states and behaviors."Knowing" about the civic virtue of a citizen is like knowing the performance of a computer; one has to understand the relation between certain actions and aims, as well as to manage to observe and measure those.
Second, concerning the method for cultivating civic virtue, the Social Credit System incorporates a technical mode of cultivating virtue, which equates virtue with a skill that can be taught by instruction and is the outcome of a learning process in accordance with some pre-defined standards.Citizens are incentivized to behave "correctly" through mechanisms of increased reputation and material rewards or punishments.The simplest form of incentive is the national system of blacklists and redlists by which punishments or awards are assigned.More sophisticated methods exist in local pilots and commercial 86 Aristotle.Nicomachean Ethics, 6.5, 1140b23-26; Robert C. Roberts, "Virtues and Rules," 51(2) Philosophy and Phenomenological Research 325 (1991). 87Hannah Arendt, The Human Condition (Chicago: University of Chicago Press, 1958), 178. 88Arendt, supra note 84, at 49.A computer scientist can be skillful in programming software code, which means that s/he fully masters the programming activity.Yet, a virtuous person is not virtuous by mastering every situation within certain disciplinary boundaries but, instead, by making the "right" decision in a particular moment and in a contingent context. 89Aristotle.Nicomachean Ethics, 1.6, 1096b15-20. 90Emad Atiq, "Why Motives Matter: Reframing the Crowding Out Effect of Legal Incentives," 123(4) Yale Law Journal, 1070-1116 (2014).Atiq rejects incentives in choice-architectures based on extrinsic motivation.
Electronic copy available at: https://ssrn.com/abstract=3586503 How to Make the Perfect Citizen?Lessons from China's Model of Social Credit System European University Institute 15 initiatives.Sesame Credit uses surveillance and machine learning strategies 91 to provide citizens with a personalized score based on data evaluation; the score can affect a citizen's reputation, providing an extrinsic motivation to engage in the cultivation of civic virtue and behave in a certain way.Moreover, citizens have to relate to standards of ethical behavior by instruction.The Social Credit System includes catalogs of civic virtue, containing the types of behavior that are assessed.By and large, these catalogs enable citizens to know with which type of actions they must engage to increase their rating; they largely know the standards on how to perform actions well and change their rating, as well as the rules of being affected by feedback of the system (similar to a teacher praising or reprimanding a student for answering correctly or in error).The way citizens cultivate their civic virtue in the Social Credit System can be likened to the way a craftsman cultivates his skill.For instance, in building a house, a builder relates to different activities, such as placing the stones and fixing the roof to finalize the house, all have to conform some architectural standards.The difference, however, is that in acting according to the method offered by the Social Credit System, a citizen has no final product but engages in a never-ending project.
To sum up, China's Social Credit System incorporates a predominantly instrumental concept of civic virtue and a technical method of cultivating it.Such a combination is rarely endorsed by any Western liberal, communitarian, and republican political theory.Western political theories either share to some extent the instrumental understanding of civic virtue yet generally object to the technical way it should be cultivated (such as some liberal theories), or commit to the technical method of cultivation yet object to the instrumental understanding of civic virtue (such as certain communitarian theories). 92Some republican theories, most notably the one developed by Arendt, oppose both accounts (i.e., the instrumental conception of virtue and technical method for its cultivation) and commit instead to civic virtue as having intrinsic value and being cultivated through a phronetic method. 93The only strand of Western political theory that comes close to China's conception of civic virtue would be "libertarian paternalism 94 and "tolerant paternalism." 95These theories are related to "nudging" policies-the idea that policy makers should build choice-architectures that use indirect incentives to cultivate behaviors and, consequently, qualities of citizens. 96While nudging theories differ from the logic of the Social Credit System, because they rely on indirect, rather than direct incentives, they nonetheless share the instrumental conception of civic virtue and its technical cultivation with the Chinese system.
The Social Credit System provides the most telling case of a new understanding of citizenship.It coincides with the advances of humankind in the realm of sociotechnical system building.Innovations in technology, such as machine learning and facial recognition, coupled with innovations in policymaking, result in new possibilities to reconceptualize citizenship.The following section reflects on one of these possibilities-termed as "cybernetic citizenship"-and addresses three normative challenges they confront us with. 91Eva Xiao, "Tencent's New Credit System to Use Payments, Social Data," Tech in Asia, January 31, 2018 (comparing Tencent's Credit System to Google PageRank). 92Communitarian scholars, such as those inspired by MacIntyre, might value that the Social Credit System focuses on practices deemed significant in the Chinese society.However, communitarians are likely to oppose the idea that virtuous actions can be conveyed through a system of sticks and carrots.In a communitarian view, this ought to be conveyed through narratives that explain certain practices.In the Social Credit System, however, citizens are aware that they do not comply with the desired standards, but not why they should comply. 93Arendt, supra note 84, at 162.Electronic copy available at: https://ssrn.com/abstract=3586503Robert Schuman Centre for Advanced Studies Working Papers

IV. Cybernetic Citizenship
The understanding of civic virtue in China's Social Credit System points at a new conception of citizen making, which differs from Western citizen making in a central aspect-it uses "cybernetic" principles in its design and implementation, giving rise to cybernetic citizenship.In general, the field of cybernetics is concerned with understanding systems of control and communication-how humans and machines communicate with one another.It is premised on the idea that goal-directed entities such as animals, humans, and machines cannot only be understood in mechanical terms but should also be comprehended in teleological terms, that is, explaining behavior in terms of "purpose."These entities are conceptualized as "systems" in the sense that they are assemblages of parts (e.g., databases, surveillance cameras) in greater wholes, and have relatively stable boundaries. 97Cybernetic systems have an internal, corrective feedback mechanism, which makes use of sensory inputs to change a behavioral output; governing is perceived as a purposive action, a goal-directed behavior. 98These systems are defined according to a) sensed input, b) processed throughput, and c) effective output.It is no coincidence that the modern study of cybernetics emerged at the dawn of information and communication technologies, because they presented these characteristics. 99bernetics is not only focused on understanding systems of governance but also on designing them according to cybernetic principles.Since the Industrial Revolution, cybernetic principles have guided the design of the governance of factories and bureaucratic organizations.However, the greater the scale, openness, and complexity of a system, the harder it is to apply cybernetic principles successfully.With advances in policymaking and technology, this difficulty has progressively lessened, and cybernetic systems have been applied to broader contexts (for instance, that of a "sensing city" 100 ), extending the scope of cybernetic governance to that of the entire political community.True, community governance has had cybernetic "points of intervention" in civic life before; for example, the school, the prison (think of Foucault's panopticon), 101 and the factory. 102Yet, while these relatively closed environments show some cybernetic features-they have defined and stable input sensing mechanisms (school tests, factory surveillance), throughput mechanisms (test scores, hour registrations, production targets), and output mechanisms (punishments, being fired)-they are limited in nature and scope.
Early applications of modern information and communication technology (ICT), such as the use of broadcasting (TV, radio), did not contain cybernetic characteristics.They could "sense" the world to collect inputs, process these inputs to change their internal states, and generate outputs that seem goaldirected, but they lacked the corrective feedback mechanism.The spread of recording technologies and the invention of the Internet have given rise to a network society, 103 where the cybernetic use of technology for citizenship governance has become possible.Three technological developments have motivated the rise of cybernetic citizenship governance. 104First, innovations in sensing technologies, such as security cameras and facial recognition software, have augmented the capacity to observe the behaviors of citizens in the public sphere.Second, advances in big data and information processes have enabled real-time data sharing and processing, where data inputs can be translated into a score.Third, the ubiquity of ICTs and their increasing proximity to everyday life have enabled fine-grained modes of punishment and rewards, for instance, through blocking one's capacity to access a ticket payment system.
Social credit systems present a radically new, relatively transparent 105 extension of cybernetic governance to the entire political community, which had not been technologically possible until recently, particularly on a mass scale.The Social Credit System is designed in line with cybernetic principles.In its ideal form, it constantly records information about citizens in real-time according to measurable proxies (input), processes the data as feedback loops to generate a personalized citizen's status or score in accordance with a pre-defined catalog (throughput), and control behavior by issuing real-time rewards and punishments based on the status or score (output).Moreover, the system is not a mere technical structure of enforcement of pre-made human decisions (e.g., a court ruling) but is, in certain cases, capable of "deciding" itself.It may act autonomously by using pre-conceived parameters, rather than human decisions, based upon data inputs.Not all the information is automatically recorded; yet, to the extent that the system is conceived in cybernetic terms, it creates what Samantha Hoffman terms "automated social management." 106e Social Credit System does not currently offer a full-fledged instantiation of cybernetic citizenship, yet it moves towards such reality; this development poses significant normative challenges that must guide Western policymakers in their existing attempts to design similar systems.Overall, three normative concerns arise as a consequence of the rise of cybernetic governance of citizenship.A first concern is about the notion of civic virtue promoted by cybernetic citizenship.Ever since Aristotle, scholars have discussed two different views of civic virtue: as civic effectiveness and as moral excellence. 107As effectiveness, civic virtue is explicitly linked with the aspect of the civic life of "being ruled" according to a pre-determined range of knowable and desirable behaviors, such as paying taxes on time, donating money to charity, and volunteering in a community.In this sense, even citizens living in a country governed by a dictator can be virtuous by acting according to the expectations of the ruler.Civic virtue as effectiveness has little to do with ethical virtue, which indicates whether one is a good person, and hence has no intrinsic value; it is instrumental.As excellence, civic virtue is about freely participating in ruling (or governance).In modern democracies this translates into engaging in civil society, protesting, and taking up public offices or public initiatives.Hannah Arendt takes this political understanding of virtue to be the essence of ethical virtue, in arguing that a virtuous action "has always been assigned to the public realm where one could excel" and, thus, "could distinguish oneself from all others." 108In other words, it might be important for citizens to be effective in fulfilling tasks such as paying taxes, but civic virtue only arises when citizens excel in participating in governance.
The cybernetic character of the Social Credit System promotes the exercise of civic virtue as effectiveness.It does so by considering civic virtue to be an observable and measurable quality of a citizen that can be assessed by pre-defined standards that fixate notions of correctness and error.In this context, the idea of moral excellence becomes progressively intertwined with the ability of citizens to follow pre-defined measurable standards that are laid out by the system.As such, to act virtuously means to imitate model rules of correctness and error that are derived from past behavior-existing social 105 The Social Credit System is labeled transparent because of the way it functions.Citizens ought to know that they are assessed (and their score), what type of behavior they are rated upon, and how they can improve their rate.This contrasts it with nudging methods, which try to obfuscate their working from the eyes of the citizens.See, e.g., Adam Oliver, "Nudging, Shoving, and Budging: Behavioural Economic-Informed Policy," 93(3) Public Administration 700 (2015). 106Samantha Hoffman, "Managing the State: Social Credit, Surveillance and the CCP's Plan for China," 17(11) China Brief (2017). 107Robert Develin, "The Good Man and the Good Citizen in Aristotle's 'Politics'," 18(1) Phronesis 71 (1973).
108 For Arendt, this activity does not coincide with ruling as it is usually understood (that is, as controlling people), but rather with participating in "acting in concert."Arendt, supra note 84, at 47.
Electronic copy available at: https://ssrn.com/abstract=3586503Robert Schuman Centre for Advanced Studies Working Papers norms, etiquettes, and customs-rather than to distinguish oneself in starting something anew.Although this tendency is to be expected in the Chinese context, in which excellence in Arendt's terms may be seen dangerous (e.g., initiating new political projects), it is likely to exist in any social credit system due to the system's reliance on an understanding of a catalog of behaviors that are evaluated according to pre-existing standards.The problem with such a system is that it tends towards conformity; it does not challenge citizens to act virtuously but rather to conform to a pre-defined regime of behavior.In undemocratic regimes such as China, citizens are further unable to participate in initiating the standards that govern them or challenge the system's rules. 109second concern relates to the cybernetic character of the Social Credit System-it cultivates civic virtue at the expense of individual freedom.This problem has been discussed widely by liberal theorists, who see danger in equating virtue with technical skill, claiming that the "habit of freedom," which is deemed essential for citizens in liberal societies, cannot be acquired merely through a (skillful) process 110 or a set of fixed "social rules." 111If one has to follow certain pre-defined rules to become a good citizen, one is not entirely free in making autonomous judgments.Liberals have always faced a challenge-how to demand certain virtues while, at the same time, retain the principles of individual autonomy and free will? 112Arendt raises a similar point from a republican perspective, arguing that free action in which a citizen exercises virtue is future-oriented and open-ended; it must be unexpected, not "a process of repetition based on existing rules or standards." 113This implies that citizens should not act based on extrinsic incentives, such a reputational gain or monetary reward, but engage in virtuous acts out of their own (free) will.This concern is not merely the existence of pre-defined rules in a Social Credit System-to some extent, all legal systems have such features-but is also related to the algorithms govern the rules, a problem known as "algocracy" 114 that replace human choices with automated decision-making.In the context of the Social Credit System, the rise of algocracy entails the system's capacity to impose decisions on citizens arbitrarily.While this may be relatively harmless in certain domains of life-for instance, when buying clothes-it can become problematic in other domains of life, such as ethical judgements.Social credit systems advance a reality where citizens no longer need to exercise ethical judgement; instead, they need to follow pre-defined rules stipulated for them by automated decisionmaking.In this system, citizens are encouraged not to think themselves about what is right or wrong but to delegate their autonomous judgement to a system.De Filippi rightly notes that social credit systems can even legitimize a wrong behavior and encourage individuals not to act virtuously as long as "they have a sufficiently high credit score that they can afford acting in a harmful manner."China's Social Credit System, she argues, introduces "a new type of transactionality in the realm of social and political activities, whereby an individual may feel legitimised to act wrongly, provided that s/he has performed a sufficient number of good deeds in the past, so as to discount for the lower score."Such a system changes the meaning and essence of good citizenship since the motto is no longer "I have a good credit score, because I am a good citizen," but rather becomes "I'm a good citizen, because I have a good credit score." 115obert Schuman Centre for Advanced Studies Working Papers

Conclusion
One of the most interesting aspects of social credit systems is related to citizenship.The question of what is "good citizenship" has been at the core of Western political theory ever since the creation of political communities.Is the "right" thing to do in society dictated by law or morality?Who should decide, by which criteria, and under which procedures?Is it a philosophical question, to be decided by a set of moral standards, or a sociological and anthropological question, to be decided by a survey of public opinions or the way people live in society on a daily basis?Traditional mechanisms to cultivate good citizenship include public education, public media, and the legal system.Social credit systems deviate from (or add to) these mechanisms by creating a new system of citizenship governance that the world has never seen before.It invites us to think of other, new forms of citizenship governance.
The Chinese experience of the Social Credit System could trigger future developments in citizenship governance.While the Industrial Revolution brought a cybernetic notion into factories, the Digital Revolution is expanding the scope of cybernetic systems far beyond labor-force participation to the entire human life.Cybernetic citizenship trends in China presents a different understanding of the relationship between citizens and governments compared to conceptions in Western political theories.Cybernetic citizenship fails to produce "republican citizens," who use sensor data to engage in political debates and master technologies to express themselves, but instead give rise to "cybernetic citizens," who are "mere nodes of sociotechnical networks under corporate or government control." 120At the beginning of the Digital Revolution, the expectations were that citizens would bend technology for civic empowerment and liberation.And yet, some of the ideals Western citizenship is grounded upon-e.g., autonomy, liberty, and justice-are not necessarily the ideals on which the Digital Revolution is premised.It may be that emerging technologies will not duplicate Western values, making their achievements better and faster, but fundamentally changing them. 121In cybernetic citizenship, surveillance and control are not a means of governance but are the basis for governance. 122This, if happens, can lead to a fundamental transformation in the concept of citizenship and the political role of the state.Electronic copy available at: https://ssrn.com/abstract=3586503

120
Dorien Zandbergen and Justus Uitermark, "In search of the Smart Citizen: Republican and Cybernetic Citizenship in the Smart City," Urban Studies 1-16, 1 (2019). 121Lessig predicted long ago how the architecture of the Net could become a tool for social control.See Lessig, supra note 65. 122 Larry Catá Backer, "Next Generation Law: Data Driven Governance and Accountability Based Regulatory Systems in the West, and Social Credit Regimes in China," 2018, SSRN, The Pennsylvania State University, 2018.
"Notice on Effectively Strengthening Credit Management and Service in Response to the Impact of the Pneumonia Outbreak Caused by the Novel Coronavirus," art.7, Jiangsu Development & Reform Commission, February 18, 2020, available at http://xyb.nantong.gov.cn/xynt/upload/ffd9b1f9-c504-4cc1-ae67-01cda4b2915f.doc. 49"Fourteenth Announcement of Harbin's Work Headquarter of Countering the Pneumonia Situation Caused by the Novel /www.creditchina.gov.cn/home/zhngcefagui/202002/t20200217_184961.html;"Decision of the Standing Committee of the Shanghai Municipal People's Congress on the Prevention and Control of Pneumonia Situation Caused by Novel Coronavirus," Shanghai, February 7, 2020, available at https://www.creditchina.gov.cn/home/zhngcefagui/202002/t20200214_184840.html; 50Sensen Ji, Credit Economy: The Capital Blue Ocean Next Decade (Publishing House of Electronics Industry, 1st ed., 2018) Questions of informatics are not analyzed: issues of data identification (what is raw data?How to distinguish between data as facts or as judgments?),data collection (what are the methods and by which institutions?), data choice (which data is used for the normative assessment?), and data verification, interpretation, use, protection, and distribution.For these issues see, e.g., Fan Liang et al., "Constructing a Data-Driven Society: China's Social Credit System as a State Surveillance Infrastructure," 10(4) Policy & Internet 415 (2018).How to Make the Perfect Citizen?Lessons from China's Model of Social Credit System 52 53 Daithı Mac Sithigh and Mathias Siems, "The Chinese Social Credit System: A Model for Other Countries?"82(6)Modern Law Review 1034 (2019). 54rett Frischmann and Evan Selinger, Re-Engineering Humanity (Cambridge: Cambridge University Press, 2018), 165.Electronic copy available at: https://ssrn.com/abstract=3586503 Kim Barker and Jessica Silver-Greenberg, "On Tenant Blacklist, Errors and Renters With Little Recourse," New York Times, August 16, 2016. 56Aaron Rieke et al., Data Brokers in an Open Society, Open Society Foundations, London: the United Kingdom, 2016; Stephanie Clifford and Jessica Silver-Greenberg, "Retailers Track Employee Thefts in Vast Databases," New York Times, April 2, 2013. 57Rebecca Rose, "The Shame of My Very Low Uber Rating," Financial Times, July 4, 2018; "Big Data and Online Scoring: Fintech and Beyond," Fintech Ranking, March 17, 2016. 58James Dennin, "Are You on a Store-Returns Blacklist?How to See the Data Retailers are Quietly Using to Monitor You," MIC, March 28, 2018. 59Danielle Keats Citron and Frank Pasquale, "The Scored Society: Due Process for Automated Predictions," 89(1) Washington Law Review 1 (2014); Mikella Hurley and Julius Adebayo, "Credit Scoring in The Era of Big Data," 18(1) Yale Journal of Law & Technology 148 (2017); John Harris, "The Tyranny of Algorithms is Part of Our Lives: Soon They Could Rate Everything We Do," The Guardian, March 5, 2018; "A Brief History-And Future-of Credit Scores," The Economist, July 6, 2019. 60Citron and Pasquale, supra note 56; Josh Lauer, Creditworthy: A History of Consumer Surveillance and Financial Identity in America (NY: Columbia University Press, 2017).