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Government by algorithm (also known as algorithmic regulation, regulation by algorithms, algorithmic governance, algocratic governance, algorithmic legal order or algocracy) is an alternative form of
government A government is the system or group of people governing an organized community, generally a state. In the case of its broad associative definition, government normally consists of legislature, executive, and judiciary. Government is a ...
or
social order The term social order can be used in two senses: In the first sense, it refers to a particular system of social structures and institutions. Examples are the ancient, the feudal, and the capitalist social order. In the second sense, social order ...
ing, where the usage of computer
algorithms In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing c ...
, especially of
artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech re ...
and
blockchain A blockchain is a type of distributed ledger technology (DLT) that consists of growing lists of records, called ''blocks'', that are securely linked together using cryptography. Each block contains a cryptographic hash of the previous block, a ...
, is applied to regulations, law enforcement, and generally any aspect of everyday life such as transportation or land registration.. The term 'government by algorithm' appeared in academic literature as an alternative for 'algorithmic governance' in 2013. A related term, algorithmic regulation is defined as setting the standard, monitoring and modifying behaviour by means of computational algorithms — automation of
judiciary The judiciary (also known as the judicial system, judicature, judicial branch, judiciative branch, and court or judiciary system) is the system of courts that adjudicates legal disputes/disagreements and interprets, defends, and applies the law ...
is in its scope. In the context of blockchain, it is also known as blockchain governance. Government by algorithm raises new challenges that are not captured in the
e-government E-government (short for electronic government) is the use of technological communications devices, such as computers and the Internet, to provide public services to citizens and other persons in a country or region. E-government offers new ...
literature and the practice of public administration. Some sources equate
cyberocracy In futurology, cyberocracy describes a hypothetical form of government that rules by the effective use of information. The exact nature of a cyberocracy is largely speculative as currently there have been no cyberocratic governments; however, a g ...
, which is a hypothetical
form of government A government is the system or group of people governing an organized community, generally a state. In the case of its broad associative definition, government normally consists of legislature, executive, and judiciary. Government is a ...
that rules by the effective use of information, with algorithmic governance, although algorithms are not the only means of processing information.
Nello Cristianini Nello Cristianini (born 1968) is a Professor of Artificial Intelligence in the Department of Computer Science at the University of Bristol. Education Cristianini holds a degree in physics from the University of Trieste, a Master in computation ...
and Teresa Scantamburlo argued that the combination of a human society and certain regulation algorithms (such as reputation-based scoring) forms a
social machine A social machine is an environment comprising humans and technology interacting and producing outputs or action which would not be possible without both parties present. The growth of social machines has been greatly enabled by technologies such ...
.


History

In 1962, the director of the Institute for Information Transmission Problems of the
Russian Academy of Sciences The Russian Academy of Sciences (RAS; russian: Росси́йская акаде́мия нау́к (РАН) ''Rossíyskaya akadémiya naúk'') consists of the national academy of Russia; a network of scientific research institutes from across t ...
in Moscow (later Kharkevich Institute), Alexander Kharkevich, published an article in the journal "Communist" about a computer network for processing information and control of the economy. In fact, he proposed to make a network like the modern Internet for the needs of algorithmic governance. This created a serious concern among CIA analysts. In particular,
Arthur M. Schlesinger Jr. Arthur Meier Schlesinger Jr. (; born Arthur Bancroft Schlesinger; October 15, 1917 – February 28, 2007) was an American historian, social critic, and public intellectual. The son of the influential historian Arthur M. Schlesinger Sr. and a spe ...
warned that ''"by 1970 the USSR may have a radically new production technology, involving total enterprises or complexes of industries, managed by closed-loop, feedback control employing
self-teaching computer Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
s"''. Between 1971 and 1973, the
Chile Chile, officially the Republic of Chile, is a country in the western part of South America. It is the southernmost country in the world, and the closest to Antarctica, occupying a long and narrow strip of land between the Andes to the east a ...
an government carried out
Project Cybersyn Project Cybersyn was a Chilean project from 1971 to 1973 during the presidency of Salvador Allende aimed at constructing a distributed decision support system to aid in the management of the national economy. The project consisted of four modul ...
during the
presidency of Salvador Allende Salvador Allende was the president of Chile from 1970 until his 1973 suicide, and head of the Popular Unity government; he was a Socialist and Marxist elected to the national presidency of a liberal democracy in Latin America.Don MabryAllende ...
. This project was aimed at constructing a distributed
decision support system A decision support system (DSS) is an information system that supports business or organizational decision-making activities. DSSs serve the management, operations and planning levels of an organization (usually mid and higher management) and h ...
to improve the management of the national economy. Elements of the project were used in 1972 to successfully overcome the traffic collapse caused by a CIA-sponsored strike of forty thousand truck drivers. Also in the 1960s and 1970s,
Herbert A. Simon Herbert Alexander Simon (June 15, 1916 – February 9, 2001) was an American political scientist, with a Ph.D. in political science, whose work also influenced the fields of computer science, economics, and cognitive psychology. His primary ...
championed
expert systems In artificial intelligence, an expert system is a computer system emulating the decision-making ability of a human expert. Expert systems are designed to solve complex problems by reasoning through bodies of knowledge, represented mainly as if ...
as tools for rationalization and evaluation of administrative behavior. The automation of rule-based processes was an ambition of tax agencies over many decades resulting in varying success. Early work from this period includes Thorne McCarty's influential TAXMAN projectMcCarty, L. Thorne. ''Reflections on" Taxman: An Experiment in Artificial Intelligence and Legal Reasoning.'' Harvard Law Review (1977): 837-893. in the US and Ronald Stamper's LEGOL projectStamper, Ronald K. ''The LEGOL 1 prototype system and language.'' The Computer Journal 20.2 (1977): 102-108. in the UK. In 1993, the computer scientist
Paul Cockshott William Paul Cockshott (born 16 March 1952) is a Scottish computer scientist, Marxian economist and a reader at the University of Glasgow. Since 1993 he has authored multiple works in the tradition of scientific socialism, most notably ''Toward ...
from the
University of Glasgow , image = UofG Coat of Arms.png , image_size = 150px , caption = Coat of arms Flag , latin_name = Universitas Glasguensis , motto = la, Via, Veritas, Vita , ...
and the economist Allin Cottrell from the
Wake Forest University Wake Forest University is a private research university in Winston-Salem, North Carolina. Founded in 1834, the university received its name from its original location in Wake Forest, north of Raleigh, North Carolina. The Reynolda Campus, the un ...
published the book ''
Towards a New Socialism ''Towards a New Socialism'' is a 1993 non-fiction book written by Scottish computer scientist Paul Cockshott, co-authored by Scottish economics professor Allin F. Cottrell. The book outlines in detail a proposal for a complex planned socialist e ...
'', where they claim to demonstrate the possibility of a democratically
planned economy A planned economy is a type of economic system where investment, production and the allocation of capital goods takes place according to economy-wide economic plans and production plans. A planned economy may use centralized, decentralized, part ...
built on modern computer technology. The Honourable Justice Michael Kirby published a paper in 1998, where he expressed optimism that the then-available computer technologies such as legal expert system could evolve to computer systems, which will strongly affect the practice of courts. In 2006, attorney
Lawrence Lessig Lester Lawrence Lessig III (born June 3, 1961) is an American academic, attorney, and political activist. He is the Roy L. Furman Professor of Law at Harvard Law School and the former director of the Edmond J. Safra Center for Ethics at Harvard ...
, known for the slogan "Code is law", wrote:
" e invisible hand of cyberspace is building an architecture that is quite the opposite of its architecture at its birth. This invisible hand, pushed by government and by commerce, is constructing an architecture that will perfect control and make highly efficient regulation possible"
Since the 2000s, algorithms have been designed and used to automatically analyze surveillance videos. In his 2006's book ''Virtual Migration'', A. Aneesh developed the concept of algocracy — information technologies constrain human participation in public decision making. Aneesh differentiated algocratic systems from bureaucratic systems (legal-rational regulation) as well as market-based systems (price-based regulation). In 2013, algorithmic regulation was coined by
Tim O'Reilly Tim O'Reilly (born 6 June 1954) is the founder of O'Reilly Media (formerly O'Reilly & Associates). He popularised the terms open source and Web 2.0. Education and early life Born in County Cork, Ireland, Tim O'Reilly moved to San Francisco, C ...
, founder and CEO of O'Reilly Media Inc.:
Sometimes the "rules" aren't really even rules. Gordon Bruce, the former CIO of the city of Honolulu, explained to me that when he entered government from the private sector and tried to make changes, he was told, "That's against the law." His reply was "OK. Show me the law." "Well, it isn't really a law. It's a regulation." "OK. Show me the regulation." "Well, it isn't really a regulation. It's a policy that was put in place by Mr. Somebody twenty years ago." "Great. We can change that!"" ..Laws should specify goals, rights, outcomes, authorities, and limits. If specified broadly, those laws can stand the test of time. Regulations, which specify how to execute those laws in much more detail, should be regarded in much the same way that programmers regard their code and algorithms, that is, as a constantly updated toolset to achieve the outcomes specified in the laws. ..It's time for government to enter the age of big data. Algorithmic regulation is an idea whose time has come.
In 2017, Ukraine's
Ministry of Justice A Ministry of Justice is a common type of government department that serves as a justice ministry. Lists of current ministries of justice Named "Ministry" * Ministry of Justice (Abkhazia) * Ministry of Justice (Afghanistan) * Ministry of Just ...
ran experimental
government auction A government is the system or group of people governing an organized community, generally a state. In the case of its broad associative definition, government normally consists of legislature, executive, and judiciary. Government is a ...
s using
blockchain A blockchain is a type of distributed ledger technology (DLT) that consists of growing lists of records, called ''blocks'', that are securely linked together using cryptography. Each block contains a cryptographic hash of the previous block, a ...
technology to ensure transparency and hinder corruption in governmental transactions. "Government by Algorithm?" was the central theme introduced at ''Data for Policy 2017'' conference held on 6-7 September 2017 in London, UK.


Examples


Smart cities

A
smart city A smart city is a technologically modern urban area that uses different types of electronic methods and sensors to collect specific data. Information gained from that data is used to manage assets, resources and services efficiently; in return ...
is an urban area where collected surveillance data is used to improve various operations. Increase in computational power allows more automated decision making and replacement of public agencies by algorithmic governance. In particular, the combined use of artificial intelligence and blockchains for
IoT The Internet of things (IoT) describes physical objects (or groups of such objects) with sensors, processing ability, software and other technologies that connect and exchange data with other devices and systems over the Internet or other com ...
may lead to the creation of
sustainable Specific definitions of sustainability are difficult to agree on and have varied in the literature and over time. The concept of sustainability can be used to guide decisions at the global, national, and individual levels (e.g. sustainable livin ...
smart city ecosystems.
Intelligent street lighting Intelligent street lighting refers to public street lighting that adapts to movement by pedestrians, cyclists and cars in a smart city. Also called adaptive street lighting, it brightens when sensing activity and dims while not. This is different ...
in
Glasgow Glasgow ( ; sco, Glesca or ; gd, Glaschu ) is the most populous city in Scotland and the fourth-most populous city in the United Kingdom, as well as being the 27th largest city by population in Europe. In 2020, it had an estimated popul ...
is an example of successful government application of AI algorithms. A study of smart city initiatives in the US shows that it requires public sector as a main organizer and coordinator, the private sector as a technology and infrastructure provider, and universities as expertise contributors. The
cryptocurrency A cryptocurrency, crypto-currency, or crypto is a digital currency designed to work as a medium of exchange through a computer network that is not reliant on any central authority, such as a government or bank, to uphold or maintain it. It i ...
millionaire Jeffrey Berns proposed the operation of
local governments Local government is a generic term for the lowest tiers of public administration within a particular sovereign state. This particular usage of the word government refers specifically to a level of administration that is both geographically-loca ...
in
Nevada Nevada ( ; ) is a U.S. state, state in the Western United States, Western region of the United States. It is bordered by Oregon to the northwest, Idaho to the northeast, California to the west, Arizona to the southeast, and Utah to the east. N ...
by tech firms in 2021. Berns bought 67,000 acres (271 km²) in Nevada's rural
Storey County Storey County is a county located in the U.S. state of Nevada. As of the 2020 census, the population was 4,104, making it the third-least populous county, but one of the fastest-growing economies in Nevada. In 2018, over 18,000 people were emplo ...
(population 4,104) for $170,000,000 (£121,000,000) in 2018 in order to develop a smart city with more than 36,000 residents that could generate an annual output of $4,600,000,000. Cryptocurrency will be allowed for payments. Blockchains, Inc. "Innovation Zone" was canceled in September 2021 after it failed to secure enough water for the planned 36,000 residents, through water imports from a site located 100 miles away in the neighboring Washoe County. Similar water pipeline proposed in 2007 was estimated to cost $100 million and to would have taken about 10 years to develop. With additional water rights purchased from Tahoe Reno Industrial General Improvement District, "Innovation Zone" would have acquired enough water for about 15,400 homes - meaning that it would have barely covered its planned 15,000 dwelling units, leaving nothing for the rest of the projected city and its 22 million square-feet of industrial development. In
Saudi Arabia Saudi Arabia, officially the Kingdom of Saudi Arabia (KSA), is a country in Western Asia. It covers the bulk of the Arabian Peninsula, and has a land area of about , making it the fifth-largest country in Asia, the second-largest in the A ...
, the planners of
The Line Line most often refers to: * Line (geometry), object with zero thickness and curvature that stretches to infinity * Telephone line, a single-user circuit on a telephone communication system Line, lines, The Line, or LINE may also refer to: Arts ...
assert that it will be monitored by AI to improve life by using data and predictive modeling.


Reputation systems

Tim O'Reilly suggested that data sources and
reputation system Reputation systems are programs or algorithms that allow users to rate each other in online communities in order to build trust through reputation. Some common uses of these systems can be found on E-commerce websites such as eBay, Amazon.com, and ...
s combined in algorithmic regulation can outperform traditional regulations. For instance, once taxi-drivers are rated by passengers, the quality of their services will improve automatically and "drivers who provide poor service are eliminated". O'Reilly's suggestion is based on control-theoreric concept of feed-back loop
improvements Improvement is the process of a thing moving from one state to a state considered to be better, usually through some action intended to bring about that better state. The concept of improvement is important to governments and businesses, as well a ...
and disimprovements of reputation enforce desired behavior. The usage of feed-loops for the management of social systems is already been suggested in
management cybernetics Management cybernetics is concerned with the application of cybernetics to management and organizations. "Management cybernetics" was first introduced by Stafford Beer in the late 1950s and introduces the various mechanisms of self-regulation appl ...
by
Stafford Beer Anthony Stafford Beer (25 September 1926 – 23 August 2002) was a British theorist, consultant and professor at the Manchester Business School. He is best known for his work in the fields of operational research and management cybernetics. Bi ...
before. These connections are explored by
Nello Cristianini Nello Cristianini (born 1968) is a Professor of Artificial Intelligence in the Department of Computer Science at the University of Bristol. Education Cristianini holds a degree in physics from the University of Trieste, a Master in computation ...
and Teresa Scantamburlo, where the reputation-credit scoring system is modeled as an incentive given to the citizens and computed by a
social machine A social machine is an environment comprising humans and technology interacting and producing outputs or action which would not be possible without both parties present. The growth of social machines has been greatly enabled by technologies such ...
, so that rational agents would be motivated to increase their score by adapting their behaviour. Several ethical aspects of that technology are still being discussed. China's
Social Credit System The Social Credit System () is a national credit rating and blacklist being developed by the government of the People's Republic of China. The social credit initiative calls for the establishment of a record system so that businesses, indivi ...
was said to be a mass surveillance effort with a centralized numerical score for each citizen given for their actions, though newer reports say that this is a widespread misconception.


Smart contracts

Smart Contract A smart contract is a computer program or a transaction protocol that is intended to automatically execute, control or document events and actions according to the terms of a contract or an agreement. The objectives of smart contracts are the re ...
s,
cryptocurrencies A cryptocurrency, crypto-currency, or crypto is a digital currency designed to work as a medium of exchange through a computer network that is not reliant on any central authority, such as a government or bank A bank is a financial i ...
, and Decentralized Autonomous Organization are mentioned as means to replace traditional ways of governance. Cryptocurrencies are currencies, which are enabled by algorithms without a governmental
central bank A central bank, reserve bank, or monetary authority is an institution that manages the currency and monetary policy of a country or monetary union, and oversees their commercial banking system. In contrast to a commercial bank, a central ba ...
.
Central bank digital currency A central bank digital currency (CBDC) (also called digital fiat currency or digital base money) is a digital currency issued by a central bank, rather than by a commercial bank. A report by the Bank for International Settlements states that, ...
often employs similar technology, but is differentiated from the fact that it does use a central bank. It is soon to be employed by major unions and governments such as the European Union and China.
Smart contracts A smart contract is a computer program or a transaction protocol that is intended to automatically execute, control or document events and actions according to the terms of a contract or an agreement. The objectives of smart contracts are the re ...
are self-executable
contract A contract is a legally enforceable agreement between two or more parties that creates, defines, and governs mutual rights and obligations between them. A contract typically involves the transfer of goods, services, money, or a promise to tran ...
s, whose objectives are the reduction of need in trusted governmental intermediators, arbitrations and enforcement costs. A decentralized autonomous organization is an
organization An organization or organisation (Commonwealth English; see spelling differences), is an entity—such as a company, an institution, or an association—comprising one or more people and having a particular purpose. The word is derived from ...
represented by smart contracts that is transparent, controlled by shareholders and not influenced by a central government. Smart contracts have been discussed for use in such applications as use in (temporary)
employment contract An employment contract or contract of employment is a kind of contract used in labour law to attribute rights and responsibilities between parties to a bargain. The contract is between an "employee" and an "employer". It has arisen out of the old ...
s and automatic transfership of funds and property (i.e.
inheritance Inheritance is the practice of receiving private property, Title (property), titles, debts, entitlements, Privilege (law), privileges, rights, and Law of obligations, obligations upon the death of an individual. The rules of inheritance differ ...
, upon registration of a
death certificate A death certificate is either a legal document issued by a medical practitioner which states when a person died, or a document issued by a government civil registration office, that declares the date, location and cause of a person's death, as ...
). Some countries such as Georgia and Sweden have already launched blockchain programs focusing on property (
land titles Land registration is any of various systems by which matters concerning ownership, possession, or other rights in land are formally recorded (usually with a government agency or department) to provide evidence of title, facilitate transactions, a ...
and
real estate Real estate is property consisting of land and the buildings on it, along with its natural resources such as crops, minerals or water; immovable property of this nature; an interest vested in this (also) an item of real property, (more general ...
ownership) Ukraine is also looking at other areas too such as state registers.


Algorithms in government agencies

According to a study of
Stanford University Stanford University, officially Leland Stanford Junior University, is a private research university in Stanford, California. The campus occupies , among the largest in the United States, and enrolls over 17,000 students. Stanford is consider ...
, 45% of the studied US federal agencies have experimented with AI and related machine learning (ML) tools up to 2020. US federal agencies counted the number of
artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech re ...
applications, which are listed below. 53% of these applications were produced by in-house experts. Commercial providers of residual applications include
Palantir Technologies Palantir Technologies is a public American software company that specializes in big data analytics. Headquartered in Denver, Colorado, it was founded by Peter Thiel, Nathan Gettings, Joe Lonsdale, Stephen Cohen, and Alex Karp in 2003. The compa ...
. From 2012,
NOPD The New Orleans Police Department (NOPD) has primary responsibility for law enforcement in New Orleans, Louisiana. The department's jurisdiction covers all of Orleans Parish, while the city is divided into eight police districts. The NOPD has a ...
started a collaboration with Palantir Technologies in the field of
predictive policing Predictive policing is the usage of mathematics, predictive analytics, and other analytical techniques in law enforcement to identify potential criminal activity. A report published by the RAND Corporation identified four general categories predic ...
. Besides Palantir's Gotham software, other similar (
numerical analysis software Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). It is the study of numerical methods th ...
) used by police agencies (such as the NCRIC) include SAS. In the fight against money laundering,
FinCEN The Financial Crimes Enforcement Network (FinCEN) is a bureau of the United States Department of the Treasury that collects and analyzes information about financial transactions in order to combat domestic and international money laundering, terr ...
employs the FinCEN Artificial Intelligence System (FAIS) since 1995. National health administration entities and organisations such as AHIMA (American Health Information Management Association) hold
medical record The terms medical record, health record and medical chart are used somewhat interchangeably to describe the systematic documentation of a single patient's medical history and care across time within one particular health care provider's jurisdic ...
s. Medical records serve as the central repository for planning patient care and documenting communication among patient and health care provider and professionals contributing to the patient's care. In the EU, work is ongoing on a European Health Data Space which supports the use of health data. US
Department of Homeland Security The United States Department of Homeland Security (DHS) is the U.S. federal executive department responsible for public security, roughly comparable to the interior or home ministries of other countries. Its stated missions involve anti-terr ...
has employed the software ATLAS, which run on
Amazon Cloud Amazon Web Services, Inc. (AWS) is a subsidiary of Amazon that provides on-demand cloud computing platforms and APIs to individuals, companies, and governments, on a metered pay-as-you-go basis. These cloud computing web services provide di ...
. It scanned more than 16.5 million of records of naturalized Americans and flagged approximately 124,000 of them for manual annalysis and review by
USCIS U.S. Citizenship and Immigration Services (USCIS) is an agency of the United States Department of Homeland Security (DHS) that administers the country's naturalization and immigration system. It is a successor to the Immigration and Naturalizati ...
officers regarding
denaturalization Denaturalization is the loss of citizenship against the will of the person concerned. Denaturalization is often applied to ethnic minorities and political dissidents. Denaturalization can be a penalty for actions considered criminal by the state ...
. There were flagged due to potential fraud, public safety and national security issues. Some of the scanned data came from
Terrorist Screening Database The Terrorist Screening Database (TSDB) is the central terrorist watchlist consolidated by the Federal Bureau of Investigation's Terrorist Screening Center and used by multiple agencies to compile their specific watchlists and for screening. The l ...
and
National Crime Information Center The National Crime Information Center (NCIC) is the United States' central database for tracking crime-related information. The NCIC has been an information sharing tool since 1967. It is maintained by the Criminal Justice Information Services Di ...
. The NarxCare is a US software, which combines data from the prescription registries of various
U.S. states In the United States, a state is a constituent political entity, of which there are 50. Bound together in a political union, each state holds governmental jurisdiction over a separate and defined geographic territory where it shares its sove ...
and uses
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
to generate various three-digit "risk scores" for precriptions of medications and an overall "Overdose Risk Score", collectively referred to as Narx Scores, in a process that potentially includes EMS and criminal justice data as well as court records. In Estonia, artificial intelligence is used in its
e-government E-government (short for electronic government) is the use of technological communications devices, such as computers and the Internet, to provide public services to citizens and other persons in a country or region. E-government offers new ...
to make it more automated and seamless. A virtual assistant will guide citizens through any interactions they have with the government. Automated and proactive services "push" services to citizens at key events of their lives (including births, bereavements, unemployment, ...). One example is the automated registering of babies when they are born. Estonia's X-Road system will also be rebuilt to include even more privacy control and accountability into the way the government uses citizen's data. In Costa Rica, the possible digitalization of public procurement activities (i.e. tenders for public works, ...) has been investigated. The paper discussing this possibility mentions that the use of ICT in procurement has several benefits such as increasing transparency, facilitating digital access to public tenders, reducing direct interaction between procurement officials and companies at moments of high integrity risk, increasing outreach and competition, and easier detection of irregularities. Besides using e-tenders for regular
public works Public works are a broad category of infrastructure projects, financed and constructed by the government, for recreational, employment, and health and safety uses in the greater community. They include public buildings ( municipal buildings, sc ...
(construction of buildings, roads, ...), e-tenders can also be used for
reforestation Reforestation (occasionally, reafforestation) is the natural or intentional restocking of existing forests and woodlands (forestation) that have been depleted, usually through deforestation, but also after clearcutting. Management A debate ...
projects and other
carbon sink A carbon sink is anything, natural or otherwise, that accumulates and stores some carbon-containing chemical compound for an indefinite period and thereby removes carbon dioxide () from the atmosphere. Globally, the two most important carbon si ...
restoration projects.
Carbon sink A carbon sink is anything, natural or otherwise, that accumulates and stores some carbon-containing chemical compound for an indefinite period and thereby removes carbon dioxide () from the atmosphere. Globally, the two most important carbon si ...
restoration projects
may May is the fifth month of the year in the Julian and Gregorian calendars and is the third of seven months to have a length of 31 days. May is a month of spring in the Northern Hemisphere, and autumn in the Southern Hemisphere. Therefore, May ...
be part of the
nationally determined contributions A nationally determined contribution (NDC) or intended nationally determined contribution (INDC) is a non-binding national plan highlighting climate change mitigation, including climate-related targets for greenhouse gas emission reductions. These ...
plans in order to reach the national Paris agreement goals Government
procurement Procurement is the method of discovering and agreeing to terms and purchasing goods, Service (economics), services, or other works from an external source, often with the use of a tendering or competitive bidding process. When a government agenc ...
audit software can also be used. Audits are performed in some countries after subsidies have been received. Some government agencies provide track and trace systems for services they offer. An example is
track and trace In the distribution and logistics of many types of products, track and trace or tracking and tracing concerns a process of determining the current and past locations (and other information) of a unique item or property. This concept can be s ...
for applications done by citizens (i.e. driving license procurement). Some government services use
issue tracking system An issue tracking system (also ITS, trouble ticket system, support ticket, request management or incident ticket system) is a computer software package that manages and maintains lists of issues. Issue tracking systems are generally used in coll ...
to keep track of ongoing issues.


Justice by algorithm

Judges' decisions in Australia are supported by the "Split Up" software in case of determining the percentage of a split after a
divorce Divorce (also known as dissolution of marriage) is the process of terminating a marriage or marital union. Divorce usually entails the canceling or reorganizing of the legal duties and responsibilities of marriage, thus dissolving the ...
.
COMPAS Compas, also known as compas direct or compas direk (; Haitian Creole: ''konpa'', ''kompa'' or ''kompa dirèk''), is a modern méringue dance music genre of Haiti. The genre was popularized following the creation of Ensemble Aux Callebasses in ...
software is used in USA to assess the risk of
recidivism Recidivism (; from ''recidive'' and ''ism'', from Latin ''recidīvus'' "recurring", from ''re-'' "back" and ''cadō'' "I fall") is the act of a person repeating an undesirable behavior after they have experienced negative consequences of th ...
in courts. According to the statement of Beijing Internet Court, China is the first country to create an internet court or cyber court. The Chinese AI judge is a virtual recreation of an actual female judge. She "will help the court's judges complete repetitive basic work, including litigation reception, thus enabling professional practitioners to focus better on their trial work". Also
Estonia Estonia, formally the Republic of Estonia, is a country by the Baltic Sea in Northern Europe. It is bordered to the north by the Gulf of Finland across from Finland, to the west by the sea across from Sweden, to the south by Latvia, a ...
plans to employ artificial intelligence to decide small-claim cases of less than €7,000.
Lawbot Lawbots are a broad class of customer-facing legal AI applications that are used to automate specific legal tasks, such as document automation and legal research. The terms robot lawyer and lawyer bot are used as synonyms to lawbot. A robot lawyer ...
s can perform tasks that are typically done by paralegals or young associates at law firms. One such technology used by US law firms to assist in legal research is from ROSS Intelligence, and others vary in sophistication and dependence on scripted
algorithms In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing c ...
. Another legal technology
chatbot A chatbot or chatterbot is a Software agent, software application used to conduct an on-line chat conversation via text or Speech synthesis, text-to-speech, in lieu of providing direct contact with a live human agent. Designed to convincingly si ...
application is
DoNotPay DoNotPay is a legal services chatbot. The chatbot was originally built to contest parking tickets, but has expanded to include other services as well. As a "robot lawyer," DoNotPay is a downloadable mobile application that claims to make use of ...
.


AI in education

Due to the COVID-19 pandemic in 2020, in-person final exams were impossible for thousands of students. The public high school Westminster High employed algorithms to assign grades. UK's
Department for Education The Department for Education (DfE) is a department of His Majesty's Government responsible for child protection, child services, education (compulsory, further and higher education), apprenticeships and wider skills in England. A Department ...
also employed a statistical calculus to assign final grades in
A-levels The A-Level (Advanced Level) is a subject-based qualification conferred as part of the General Certificate of Education, as well as a school leaving qualification offered by the educational bodies in the United Kingdom and the educational aut ...
, due to the pandemic. Besides use in grading, software systems and AI are also optimizing coursework and are used in preparation for college entrance exams. AI teaching assistants are being developed and used for education (e.g., Georgia Tech's Jill Watson) and there is also an ongoing debate on whether perhaps teachers can be entirely replaced by AI systems (e.g., in
homeschooling Homeschooling or home schooling, also known as home education or elective home education (EHE), is the education of school-aged children at home or a variety of places other than a school. Usually conducted by a parent, tutor, or an onlin ...
).


AI politicians

In 2018, an activist named Michihito Matsuda ran for mayor in the Tama city area of Tokyo as a human proxy for an
artificial intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech re ...
program. While election posters and campaign material used the term ''robot'', and displayed
stock images Stock photography is the supply of photographs which are often licensed for specific uses. The stock photo industry, which began to gain hold in the 1920s, has established models including traditional macrostock photography, midstock photography, ...
of a feminine android, the "AI mayor" was in fact a machine learning algorithm trained using Tama city datasets. The project was backed by high-profile executives Tetsuzo Matsumoto of
Softbank is a Japanese multinational conglomerate holding company headquartered in Minato, Tokyo which focuses on investment management. The Group primarily invests in companies operating in technology, energy, and financial sectors. It also runs the ...
and Norio Murakami of
Google Google LLC () is an American multinational technology company focusing on search engine technology, online advertising, cloud computing, computer software, quantum computing, e-commerce, artificial intelligence, and consumer electronics. ...
. Michihito Matsuda came third in the election, being defeated by Hiroyuki Abe. Organisers claimed that the 'AI mayor' was programmed to analyze citizen petitions put forward to the
city council A municipal council is the legislative body of a municipality or local government area. Depending on the location and classification of the municipality it may be known as a city council, town council, town board, community council, rural counc ...
in a more 'fair and balanced' way than human politicians. In 2019, AI-powered messenger
chatbot A chatbot or chatterbot is a Software agent, software application used to conduct an on-line chat conversation via text or Speech synthesis, text-to-speech, in lieu of providing direct contact with a live human agent. Designed to convincingly si ...
SAM participated in the discussions on social media connected to an electoral race in New Zealand. The creator of SAM, Nick Gerritsen, believes SAM will be advanced enough to run as a
candidate A candidate, or nominee, is the prospective recipient of an award or honor, or a person seeking or being considered for some kind of position; for example: * to be elected to an office — in this case a candidate selection procedure occurs. * t ...
by late 2020, when New Zealand has its next general election. In 2022, the chatbot "Leader Lars" or "Leder Lars" was nominated for
The Synthetic Party ''The'' () is a grammatical article in English, denoting persons or things already mentioned, under discussion, implied or otherwise presumed familiar to listeners, readers, or speakers. It is the definite article in English. ''The'' is the m ...
to run in the 2022
Danish Danish may refer to: * Something of, from, or related to the country of Denmark People * A national or citizen of Denmark, also called a "Dane," see Demographics of Denmark * Culture of Denmark * Danish people or Danes, people with a Danish ance ...
parliamentary election, and was built by the artist collectiv
Computer Lars
Leader Lars differed from earlier virtual politicians by leading a
political party A political party is an organization that coordinates candidates to compete in a particular country's elections. It is common for the members of a party to hold similar ideas about politics, and parties may promote specific political ideology ...
and by not pretending to be an objective candidate. This chatbot engaged in critical discussions on politics with users from around the world.


Management of infection

In February 2020, China launched a
mobile app A mobile application or app is a computer program or software application designed to run on a mobile device such as a phone, tablet, or watch. Mobile applications often stand in contrast to desktop applications which are designed to run on d ...
to deal with the
Coronavirus outbreak Coronaviruses are a group of related RNA viruses that cause diseases in mammals and birds. In humans and birds, they cause respiratory tract infections that can range from mild to lethal. Mild illnesses in humans include some cases of the comm ...
called "close-contact-detector". Users are asked to enter their name and ID number. The app is able to detect "close contact" using surveillance data (i.e. using public transport records, including trains and flights) and therefore a potential risk of infection. Every user can also check the status of three other users. To make this inquiry users scan a Quick Response (QR) code on their smartphones using apps like
Alipay Alipay () is a third-party mobile and online payment platform, established in Hangzhou, China in February 2004 by Alibaba Group and its founder Jack Ma. In 2015, Alipay moved its headquarters to Pudong, Shanghai, although its parent company An ...
or
WeChat WeChat () is a Chinese instant messaging, social media, and mobile payment app developed by Tencent. First released in 2011, it became the world's largest standalone mobile app in 2018, with over 1 billion monthly active users. WeChat has bee ...
. The close contact detector can be accessed via popular mobile apps including Alipay. If a potential risk is detected, the app not only recommends self-quarantine, it also alerts local health officials. Alipay also has the
Alipay Health Code Government by algorithm (also known as algorithmic regulation, regulation by algorithms, algorithmic governance, algocratic governance, algorithmic legal order or algocracy) is an alternative form of government or social ordering, where the usa ...
which is used to keep citizens safe. This system generates a QR code in one of three colors (green, yellow, or red) after users fill in a form on Alipay with personal details. A green code enables the holder to move around unrestricted. A yellow code requires the user to stay at home for seven days and red means a two-week quarantine. In some cities such as Hangzhou, it has become nearly impossible to get around without showing one's Alipay code. In Cannes, France, monitoring software has been used on footage shot by
CCTV Closed-circuit television (CCTV), also known as video surveillance, is the use of video cameras to transmit a signal to a specific place, on a limited set of monitors. It differs from broadcast television in that the signal is not openly t ...
cameras, allowing to monitor their compliance to local
social distancing In public health, social distancing, also called physical distancing, (NB. Regula Venske is president of the PEN Centre Germany.) is a set of non-pharmaceutical interventions or measures intended to prevent the spread of a contagious disea ...
and mask wearing during the COVID-19 pandemic. The system does not store identifying data, but rather allows to alert city authorities and police where breaches of the mask and mask wearing rules are spotted (allowing fining to be carried out where needed). The algorithms used by the monitoring software can be incorporated into existing surveillance systems in public spaces (hospitals, stations, airports, shopping centres, ...) Cellphone data is used to locate infected patients in South Korea, Taiwan, Singapore and other countries. In March 2020, the Israeli government enabled security agencies to track mobile phone data of people supposed to have coronavirus. The measure was taken to enforce quarantine and protect those who may come into contact with infected citizens. Also in March 2020,
Deutsche Telekom Deutsche Telekom AG (; short form often just Telekom, DTAG or DT; stylised as ·T·) is a German telecommunications company that is headquartered in Bonn and is the largest telecommunications provider in Europe by revenue. Deutsche Telekom was ...
shared private cellphone data with the federal government agency,
Robert Koch Institute The Robert Koch Institute (RKI) is a German federal government agency and research institute responsible for disease control and prevention. It is located in Berlin and Wernigerode. As an upper federal agency, it is subordinate to the Federal ...
, in order to research and prevent the spread of the virus. Russia deployed
facial recognition technology A facial recognition system is a technology capable of matching a human face from a digital image or a video frame against a database of faces. Such a system is typically employed to authenticate users through ID verification services, and ...
to detect quarantine breakers. Italian regional health commissioner
Giulio Gallera Giulio Gallera (born 28 April 1969 in Milan) is an Italian politician. Biography Born in Milan, he graduated in law at the University of Milan in 1995, passing the bar exam in 1998. He started his political career in the youth group of the Ita ...
said that "40% of people are continuing to move around anyway", as he has been informed by mobile phone operators. In USA, Europe and UK,
Palantir Technologies Palantir Technologies is a public American software company that specializes in big data analytics. Headquartered in Denver, Colorado, it was founded by Peter Thiel, Nathan Gettings, Joe Lonsdale, Stephen Cohen, and Alex Karp in 2003. The compa ...
is taken in charge to provide COVID-19 tracking services.


Prevention and management of environmental disasters


Tsunamis

Tsunami A tsunami ( ; from ja, 津波, lit=harbour wave, ) is a series of waves in a water body caused by the displacement of a large volume of water, generally in an ocean or a large lake. Earthquakes, volcanic eruptions and other underwater explo ...
s can be detected by
Tsunami warning system A tsunami warning system (TWS) is used to detect tsunamis in advance and issue the warnings to prevent loss of life and damage to property. It is made up of two equally important components: a network of sensors to detect tsunamis and a communica ...
s. They can make use of AI.


Floods

Flooding A flood is an overflow of water ( or rarely other fluids) that submerges land that is usually dry. In the sense of "flowing water", the word may also be applied to the inflow of the tide. Floods are an area of study of the discipline hydrolog ...
s can also be detected using AI systems.


Wildfires

Wildfire A wildfire, forest fire, bushfire, wildland fire or rural fire is an unplanned, uncontrolled and unpredictable fire in an area of Combustibility and flammability, combustible vegetation. Depending on the type of vegetation present, a wildfire ...
s can be predicted using AI systems. Wildfire detection is possible by AI systems (i.e. through satellite data, aerial imagery, and personnel position) and can help in the evacuation of people during wildfires.


Earthquakes

Earthquake detection systems are now improving alongside the development of AI technology through measuring seismic data and implementing complex algorithms to improve detection and prediction rates. Earthquake monitoring, phase picking, and seismic signal detection have developed through AI algorithms of
deep-learning Deep learning (also known as deep structured learning) is part of a broader family of machine learning methods based on artificial neural networks with representation learning. Learning can be supervised, semi-supervised or unsupervised. D ...
, analysis, and computational models.


Insects

Locust Locusts (derived from the Vulgar Latin ''locusta'', meaning grasshopper) are various species of short-horned grasshoppers in the family Acrididae that have a swarming phase. These insects are usually solitary, but under certain circumstanc ...
breeding areas can be approximated using machine learning, which could help to stop locust swarms in an early phase.


Reception


Benefits

Algorithmic regulation is supposed to be a system of governance where more exact data, collected from citizens via their smart devices and computers, is used to more efficiently organize human life as a collective. As
Deloitte Deloitte Touche Tohmatsu Limited (), commonly referred to as Deloitte, is an international professional services network headquartered in London, England. Deloitte is the largest professional services network by revenue and number of profession ...
estimated in 2017, automation of US government work could save 96.7 million federal hours annually, with a potential savings of $3.3 billion; at the high end, this rises to 1.2 billion hours and potential annual savings of $41.1 billion.


Criticism

There are potential risks associated with the use of algorithms in government. Those include algorithms becoming susceptible to bias, a lack of transparency in how an algorithm may make decisions, and the accountability for any such decisions. According to a 2016's book
Weapons of Math Destruction ''Weapons of Math Destruction'' is a 2016 American book about the societal impact of algorithms, written by Cathy O'Neil. It explores how some big data algorithms are increasingly used in ways that reinforce preexisting inequality. It was longli ...
, algorithms and
big data Though used sometimes loosely partly because of a lack of formal definition, the interpretation that seems to best describe Big data is the one associated with large body of information that we could not comprehend when used only in smaller am ...
are suspected to increase inequality due to opacity, scale and damage. There is also a serious concern that
gaming Gaming may refer to: Games and sports The act of playing games, as in: * Legalized gambling, playing games of chance for money, often referred to in law as "gaming" * Playing a role-playing game, in which players assume fictional roles * Playin ...
by the regulated parties might occur, once more transparency is brought into the decision making by algorithmic governance, regulated parties might try to manipulate their outcome in own favor and even use
adversarial machine learning Adversarial machine learning is the study of the attacks on machine learning algorithms, and of the defenses against such attacks. A recent survey exposes the fact that practitioners report a dire need for better protecting machine learning syste ...
. According to Harari, the conflict between democracy and dictatorship is seen as a conflict of two different data-processing systems—AI and algorithms may swing the advantage toward the latter by processing enormous amounts of information centrally. In 2018, the Netherlands employed an algorithmic system SyRI (Systeem Risico Indicatie) to detect citizens perceived being high risk for committing
welfare fraud Welfare, or commonly social welfare, is a type of government support intended to ensure that members of a society can meet basic human needs such as food and shelter. Social security may either be synonymous with welfare, or refer specificall ...
, which quietly flagged thousands of people to investigators. This caused a public protest. The district court of Hague shut down SyRI referencing
Article 8 of the European Convention on Human Rights Article 8 of the European Convention on Human Rights provides a right to respect for one's "private and family life, his home and his correspondence", subject to certain restrictions that are "in accordance with law" and "necessary in a democratic ...
(ECHR). The contributors of the 2019 documentary iHuman expressed apprehension of "infinitely stable dictatorships" created by government AI. Due to public critisism, the Australian government announced the suspension of
Robodebt scheme The Robodebt scheme was an unlawful method of automated debt assessment and recovery employed by Services Australia as part of its Centrelink payment compliance program. Put in place in July 2016 and announced to the public in December of the sa ...
key functions in 2019, and a review of all debts raised using the programme. In 2020, algorithms assigning exam grades to students in the UK sparked open protest under the banner "Fuck the algorithm." This protest was successful and the grades were taken back. In 2020, the US government software
ATLAS An atlas is a collection of maps; it is typically a bundle of maps of Earth or of a region of Earth. Atlases have traditionally been bound into book form, but today many atlases are in multimedia formats. In addition to presenting geographic ...
, which run on
Amazon Cloud Amazon Web Services, Inc. (AWS) is a subsidiary of Amazon that provides on-demand cloud computing platforms and APIs to individuals, companies, and governments, on a metered pay-as-you-go basis. These cloud computing web services provide di ...
, sparked uproar from activists and Amazon's own employees. In 2021, Eticas Foundation has launched a database of governmental algorithms called ''Observatory of Algorithms with Social Impact'' (OASI).


Algorithmic bias and transparency

An initial approach towards transparency included the open-sourcing of algorithms. Software code can be looked into and improvements can be proposed through source-code-hosting facilities.


Public acceptance

A 2019 poll conducted by
IE University IE University is a private university with campuses in Madrid, Community of Madrid and Segovia, Castile and León, (Spain). IE University's programs are run in English and Spanish, and are compliant with the terms of the European Higher Education ...
's Center for the Governance of Change in Spain found that 25% of citizens from selected European countries were somewhat or totally in favor of letting an artificial intelligence make important decisions about how their country is run. The following table lists the results by country: Researchers found some evidence that when citizens perceive their political leaders or security providers to be untrustworthy, disappointing, or immoral, they prefer to replace them by artificial agents, whom they consider to be more reliable. The evidence is established by survey experiments on university students of all genders.


In popular culture

The novels ''Daemon'' and '' Freedom™'' by
Daniel Suarez Daniel is a masculine given name and a surname of Hebrew origin. It means "God is my judge"Hanks, Hardcastle and Hodges, ''Oxford Dictionary of First Names'', Oxford University Press, 2nd edition, , p. 68. (cf. Gabriel—"God is my strength"), ...
describe a fictional scenario of global algorithmic regulation. Matthew De Abaitua's ''If Then'' imagines an algorithm supposedly based on 'fairness' recreating a premodern rural economy.Stainforth, Elizabeth and Jo Lindsay Walton. "Computing Utopia: The Horizons of Computational Economies in History and Science Fiction." Science Fiction Studies, vol. 46 no. 3, 2019, p. 471-489. Project MUSE, doi:10.1353/sfs.2019.0084.


See also

*
Anti-corruption Anti-corruption (or anticorruption) comprises activities that oppose or inhibit corruption. Just as corruption takes many forms, anti-corruption efforts vary in scope and in strategy. A general distinction between preventive and reactive measu ...
*
Civic technology Civic technology, or civic tech, enhances the relationship between the people and government with software for communications, decision-making, service delivery, and political process. It includes information and communications technology supportin ...
*
Code for America Code for America is a non-partisan, non-political 501(c)(3) organization founded in 2009 to address the widening gap between the public and private sectors in their effective use of technology and design. According to its website, the organiza ...
*
Cyberpunk Cyberpunk is a subgenre of science fiction in a dystopian futuristic setting that tends to focus on a "combination of lowlife and high tech", featuring futuristic technological and scientific achievements, such as artificial intelligence and cyber ...
*
Digital divide The digital divide is the unequal access to digital technology, including smartphones, tablets, laptops, and the internet. The digital divide creates a division and inequality around access to information and resources. In the Information Age in ...
*
Digital Nations The Digital Nations or DN (previously the Digital 5, Digital 7 and Digital 9) is a collaborative network of the world's leading digital governments with a common goal of harnessing digital technology to improve citizens' lives. Members share w ...
*
Distributed ledger technology law Distributed ledger technology law ("DLT law") (also called blockchain law, Lex Cryptographia or algorithmic legal order) is not yet defined and recognized but an emerging field of law due to the recent dissemination of distributed ledger technology ...
*
Dutch childcare benefits scandal The Dutch childcare benefits scandal ( nl, kinderopvangtoeslagaffaire or , ) is a political scandal in the Netherlands concerning false allegations of fraud made by the Tax and Customs Administration while attempting to regulate the distribut ...
*
ERulemaking Electronic rulemaking (also known as eRulemaking and e-rulemaking) is the use of digital technologies by government agencies in the rulemaking and decision making processes of the United States. An interdisciplinary electronic rulemaking resear ...
*
Lawbot Lawbots are a broad class of customer-facing legal AI applications that are used to automate specific legal tasks, such as document automation and legal research. The terms robot lawyer and lawyer bot are used as synonyms to lawbot. A robot lawyer ...
*
Legal informatics Legal informatics is an area within information science. The American Library Association defines informatics as "the study of the structure and properties of information, as well as the application of technology to the organization, storage, re ...
*
Management cybernetics Management cybernetics is concerned with the application of cybernetics to management and organizations. "Management cybernetics" was first introduced by Stafford Beer in the late 1950s and introduces the various mechanisms of self-regulation appl ...
*
Multivac Multivac is the name of a fictional supercomputer appearing in over a dozen science fiction stories by American writer Isaac Asimov. Asimov's depiction of Multivac, a mainframe computer accessible by terminal, originally by specialists using machin ...
*
Predictive analytics Predictive analytics encompasses a variety of statistical techniques from data mining, predictive modeling, and machine learning that analyze current and historical facts to make predictions about future or otherwise unknown events. In business ...
*
Sharing economy In capitalism, the sharing economy is a socio-economic system built around the sharing of resources. It often involves a way of purchasing goods and services that differs from the traditional business model of companies hiring employees to produce ...
*
Smart contract A smart contract is a computer program or a transaction protocol that is intended to automatically execute, control or document events and actions according to the terms of a contract or an agreement. The objectives of smart contracts are the re ...
*
Technoutopianism Technological utopianism (often called techno-utopianism or technoutopianism) is any ideology based on the premise that advances in science and technology could and should bring about a utopia, or at least help to fulfill one or another utopian ...
*
Cybersyn Project Cybersyn was a Chilean project from 1971 to 1973 during the presidency of Salvador Allende aimed at constructing a distributed decision support system to aid in the management of the national economy. The project consisted of four modu ...


References


Bibliography

* '' Code: Version 2.0'' (Basic Books, 2006) *


External links


Government by Algorithm?
by Data for Policy 2017 Conference
Government by Algorithm
by
Stanford University Stanford University, officially Leland Stanford Junior University, is a private research university in Stanford, California. The campus occupies , among the largest in the United States, and enrolls over 17,000 students. Stanford is consider ...

A governance framework for algorithmic accountability and transparency
by
European Parliament The European Parliament (EP) is one of the legislative bodies of the European Union and one of its seven institutions. Together with the Council of the European Union (known as the Council and informally as the Council of Ministers), it adopts ...

Algorithmic Government
by Zeynep Engin and Philip Treleaven,
University College London , mottoeng = Let all come who by merit deserve the most reward , established = , type = Public research university , endowment = £143 million (2020) , budget = ...

Algorithmic Government
by Prof. Philip C. Treleaven of
University College London , mottoeng = Let all come who by merit deserve the most reward , established = , type = Public research university , endowment = £143 million (2020) , budget = ...

Artificial Intelligence for Citizen Services and Government
by Hila Mehr of
Harvard University Harvard University is a private Ivy League research university in Cambridge, Massachusetts. Founded in 1636 as Harvard College and named for its first benefactor, the Puritan clergyman John Harvard, it is the oldest institution of higher le ...

The OASI Register
algorithms with social impact
''iHuman''
(Documentary, 2019) by
Tonje Hessen Schei Tonje Hessen Schei is a Norwegian film director, producer and screenwriter. She has directed the documentary film ''DRONE'' and ''Play Again'', and has directed and produced the films ''Independent Intervention'' and ''iHuman''. She produced ''P ...

How Blockchain can transform India: Jaspreet Bindra
{{Webarchive, url=https://web.archive.org/web/20210628064819/https://motivatingspeech.com/how-blockchain-can-transform-india-jaspreet-bindra/ , date=2021-06-28
Can An AI Design Our Tax Policy?New development: Blockchain—a revolutionary tool for the public sector
An introduction on the Blockchain's usage in the public sector by Vasileios Yfantis * * Social information processing Collaboration Social networks Social systems Social influence Transhumanism Technological utopianism Applications of artificial intelligence E-government Sustainability