The U.S. Federal AI Personal Assistant Pilot


/AI-Assistant-Pilot: “Welcome to GSA’s Emerging Citizen Technology program’s pilot for the effective, efficient and accountable introduction and benchmark of public service information integration into consumer-available AI Personal Assistants (IPAs) including Amazon Alexa, Google Assistant, Microsoft Cortana, and Facebook Messenger’s chatbot service — and in the process lay a strong foundation for opening our programs to self-service programs in the home, mobile devices, automobiles and further.

This pilot will require rapid development and will result in public service concepts reviewed by the platforms of your choosing, as well as the creation of a new field of shared resources and recommendations that any organization can use to deliver our program data into these emerging services.

Principles

The demand for more automated, self-service access to United States public services, when and where citizens need them, grows each day—and so do advances in the consumer technologies like Intelligent Personal Assistants designed to meet those challenges.

The U.S. General Services Administration’s (GSA) Emerging Citizen Technology program, part of the Technology Transformation Service’s Innovation Portfolio, launched an open-sourced pilot to guide dozens of federal programs make public service information available to consumer Intelligent Personal Assistants (IPAs) for the home and office, such as Amazon Alexa, Microsoft Cortana, Google Assistant, and Facebook Messenger.

These same services that help power our homes today will empower the self-driving cars of tomorrow, fuel the Internet of Things, and more. As such, the Emerging Citizen Technology program is working with federal agencies to prepare a solid understanding of the business cases and impact of these advances.

From privacy, security, accessibility, and performance to how citizens can benefit from more efficient and open access to federal services, the program is working with federal agencies to consider all aspects of its implementation. Additionally, by sharing openly with private-sector innovators, small businesses, and new entries into the field, the tech industry will gain increased transparency into working with the federal government….(More)”.

Need an improved solution to a development challenge? Consider collaborative design


Michelle Marshall  at the Inter-American Development Bank: “The challenges faced in the development and public policy arenas are often complex in nature. Devising relevant, practical, and innovative solutions requires intensive research, analysis and expertise from multiple sectors. Could there be a way to streamline this process and also make it more inclusive? 

Collaborative Design, like other open innovation methodologies, leverages the power of a group for collective problem-solving. In particular, it is a process that virtually convenes a diverse group of specialists to support the iterative development of an intervention.

Last year, the Inter-American Development Bank and the New York University’s Governance Lab hosted an initiative called “Smarter Crowdsourcing for Zika“, which brought together health specialists with experts in social media, predictive analytics, and water and sanitation during a series of online sessions to generate innovative responses to the Zika epidemic. Based on this experience, we have considered how to continue applying a similar collaboration-based approach to additional projects in different areas. The result is what we call a “Collaborative Design” approach.

Implementing a Collaborative Design approach along the course of a project can help to achieve the following:

1. Convert knowledge gaps into opportunities…
2. Expand your community of practice across sectors…
3. Identify innovative and practical solutions…

As promising ideas are identified, Collaborative Design requires documenting possible solutions within the framework of an implementation plan, protocol, or other actionable guideline to support their subsequent real-life application. This will help substantiate the most viable interventions that were previously unmapped and also prepare additional practical resources for other project teams in the future.

For instance, the results of the Zika Smarter Crowdsourcing initiative were structured with information related to the costs and timelines to facilitate their implementation in different local contexts….(More)”

Smart Government: A New Adjective to Government Transformation or a Trick?


Chapter by Leonidas G. Anthopoulos in Understanding Smart Cities: A Tool for Smart Government or an Industrial Trick: “Smart city and smart government appear to share a common scientific interest, since they structure corresponding research and practice terms like the “Web Applications and Smart Cities (AW4City)”, “The Smart Cities and Smart Government Research-Practice (SCSGRP) Consortium” and the “Beyond Bureaucracy”, while calls for mutual scientific tracks, workshops and articles can be located in several conference posts. This chapter analyzes the context of smart government. It performs a literature review on the term, where several conceptualization models are compared and explained. It is cleared that smart government is different to smart city government and to smart city. On the contrary, smart city can be seen as an area of practice for smart government, while smart governance is one of the smart city’s dimensions.

Moreover, the role of government is documented to be changed due to urbanization and technology. Urbanization results to communities, which are larger to nations and the role of local government is more complex compared to the usual national one. Moreover, technology provides governments with tools that has never got before, like the Internet-of-Things (IoT), which changes information collection and process flow, while it enables a direct and continuous connection with the community. Both these two phenomena highlight the government challenges of the forthcoming decades, which governments try to deal with data, process re-engineering, co-decision and service co-production….(More)”

Selected Readings on Blockchain Technology and Its Potential for Transforming Governance


By Prianka Srinivasan, Robert Montano, Andrew Young, and Stefaan G. Verhulst

The Living Library’s Selected Readings series seeks to build a knowledge base on innovative approaches for improving the effectiveness and legitimacy of governance. This curated and annotated collection of recommended works on the topic of blockchain and governance was originally published in 2017.

Introduction

In 2008, an unknown source calling itself Satoshi Nakamoto released a paper named Bitcoin: A Peer-to-Peer Electronic Cash System which introduced blockchain technology. Blockchain is a novel system that uses a distributed ledger to record transactions and ensure compliance. Blockchain technology relies on an ability to act as a vast, transparent, and secure public database.

It has since gained recognition as a tool to transform governance by creating a decentralized system to

  • manage and protect identity,
  • trace and track; and
  • incentivize smarter social and business contracts.

These applications cast blockchain as a tool to confront certain public problems in the digital age.

The readings below represent selected readings on the applications for governance. They have been categorized by theme – Governance Applications, Identity Protection and ManagementTracing and Tracking, and Smart Contracts.

Selected Reading List

Governance Applications

  • Atzori, Marcella – The Center for Blockchain Technologies (2015) Blockchain Technology and Decentralized Governance: Is the State Still Necessary?  Aims to investigate the political applications of blockchain, particularly in encouraging government decentralization by considering to what extent blockchain can be viewed as “hyper-political tools.” The paper suggests that the domination of private bodies in blockchain systems highlights the continued need for the State to remain as a central point of coordination.
  • Boucher, Philip. – European Parliamentary Research Service (2017) How blockchain technology could change our lives  This report commissioned by the European Parliamentary Research Service provides a deep introduction to blockchain theory and its applications to society and political systems, providing 2 page briefings on currencies, digital content, patents, e-voting, smart contracts, supply chains, and blockchain states.
  • Boucher, Philip. – Euroscientist (2017) Are Blockchain Applications Guided by Social Values?  This report by a policy analyst at the European Parliament’s Scientific foresight unit, evaluates the social and moral contours of blockchain technology, arguing that “all technologies have value and politics,” and blockchain is no exception. Calls for greater scrutiny on the possibility for blockchain to act as a truly distributed and transparent system without a “middleman.”
  • Cheng, Steve;  Daub, Matthew; Domeyer, Axel; and Lundqvist, Martin –McKinsey & Company (2017)  Using Blockchain to Improve Data Management in the Public SectorThis essay considers the potential uses of blockchain technology for the public sector to improve the security of sensitive information collected by governments and as a way to simplify communication with specialists.
  • De Filippi, Primavera; and Wright, Aaron –Paris University & Cordoza School of Law (2015)  Decentralized Blockchain Technology and the Rise of Lex Cryptographia – Looks at how to regulate blockchain technology, particularly given its implications on governance and society. Argues that a new legal framework needs to emerge to take into account the applications of self-executing blockchain technology.
  • Liebenau, Jonathan and Elaluf-Calderwood, Silvia Monica. – London School of Economics & Florida International University (2016) Blockchain Innovation Beyond Bitcoin and Banking. A paper that explores the potential of blockchain technology in financial services and in broader digital applications, considers regulatory possibility and frameworks, and highlights the innovative potential of blockchain.
  • Prpić, John – Lulea University of Technology (2017) Unpacking Blockchains – This short paper provides a brief introduction to the use of Blockchain outside monetary purposes, breaking down its function as a digital ledger and transaction platform.
  • Stark, Josh – Ledger Labs (2016) Making Sense of Blockchain Governance Applications This CoinDesk article discusses, in simple terms, how blockchain technology can be used to accomplish what is called “the three basic functions of governance.”
  • UK Government Chief Scientific Adviser (2016)  Distributed Ledger Technology: Beyond Blockchain – A report from the UK Government that investigates the use of blockchain’s “distributed leger” as a database for governments and other institutions to adopt.

Identity Protection and Management

  • Baars, D.S. – University of Twente (2016Towards Self-Sovereign Identity Using Blockchain Technology.  A study exploring self-sovereign identity – i.e. the ability of users to control their own digital identity – that led to the creation of a new architecture designed for users to manage their digital ID. Called the Decentralized Identity Management System, it is built on blockchain technology and is based on the concept of claim-based identity.
  • Burger, Eric and Sullivan, Clare Linda. – Georgetown University (2016) E-Residency and Blockchain. A case study focused on an Estonian commercial initiative that allows for citizens of any nation to become an “Estonian E-Resident.” This paper explores the legal, policy, and technical implications of the program and considers its impact on the way identity information is controlled and authenticated.
  • Nathan, Oz; Pentland, Alex ‘Sandy’; and Zyskind, Guy – Security and Privacy Workshops (2015) Decentralizing Privacy: Using Blockchain to Protect Personal Data Describes the potential of blockchain technology to create a decentralized personal data management system, making third-party personal data collection redundant.
  • De Filippi, Primavera – Paris University (2016) The Interplay Between Decentralization and Privacy: The Case of Blockchain Technologies  A journal entry that weighs the radical transparency of blockchain technology against privacy concerns for its users, finding that the apparent dichotomy is not as at conflict with itself as it may first appear.

Tracing and Tracking

  • Barnes, Andrew; Brake, Christopher; and Perry, Thomas – Plymouth University (2016) Digital Voting with the use of Blockchain Technology – A report investigating the potential of blockchain technology to overcome issues surrounding digital voting, from voter fraud, data security and defense against cyber attacks. Proposes a blockchain voting system that can safely and robustly manage these challenges for digital voting.
  • The Economist (2015), “Blockchains The Great Chain of Being Sure About Things.”  An exploratory article that explores the potential usefulness of a blockchain-based land registry in places like Honduras and Greece, transaction registries for trading stock, and the creation of smart contracts.
  • Lin, Wendy; McDonnell, Colin; and Yuan, Ben – Massachusetts Institute of Technology (2015)  Blockchains and electronic health records. – Suggests the “durable transaction ledger” fundamental to blockchain has wide applicability in electronic medical record management. Also, evaluates some of the practical shortcomings in implementing the system across the US health industry.

Smart Contracts

  • Iansiti, Marco; and Lakhani, Karim R. – Harvard Business Review (2017) The Truth about Blockchain – A Harvard Business Review article exploring how blockchain technology can create secure and transparent digital contracts, and what effect this may have on the economy and businesses.
  • Levy, Karen E.C. – Engaging Science, Technology, and Society (2017) Book-Smart, Not Street-Smart: Blockchain-Based Smart Contracts and The Social Workings of Law. Article exploring the concept of blockchain-based “smart contracts” – contracts that securely automate and execute obligations without a centralized authority – and discusses the tension between law, social norms, and contracts with an eye toward social equality and fairness.

Annotated Selected Reading List

Cheng, Steve, Matthias Daub, Axel Domeyer, and Martin Lundqvist. “Using blockchain to improve data management in the public sector.” McKinsey & Company. Web. 03 Apr. 2017. http://bit.ly/2nWgomw

  • An essay arguing that blockchain is useful outside of financial institutions for government agencies, particularly those that store sensitive information such as birth and death dates or information about marital status, business licensing, property transfers, and criminal activity.
  • Blockchain technology would maintain the security of such sensitive information while also making it easier for agencies to use and access critical public-sector information.
  • Despite its potential, a significant drawback for use by government agencies is the speed with which blockchain has developed – there are no accepted standards for blockchain technologies or the networks that operate them; and because many providers are start-ups, agencies might struggle to find partners that will have lasting power. Additionally, government agencies will have to remain vigilant to ensure the security of data.
  • Although best practices will take some time to develop, this piece argues that the time is now for experimentation – and that governments would be wise to include blockchain in their strategies to learn what methods work best and uncover how to best unlock the potential of blockchain.

“The Great Chain of Being Sure About Things.” The Economist. The Economist Newspaper, 31 Oct. 2015. Web. 03 Apr. 2017. http://econ.st/1M3kLnr

  • This is an exploratory article written in The Economist that examines the various potential uses of blockchain technology beyond its initial focus on bitcoin:
    • It highlights the potential of blockchain-based land registries as a way to curb human rights abuses and insecurity in much of the world (it specifically cites examples in Greece and Honduras);
    • It also highlights the relative security of blockchain while noting its openness;
    • It is useful as a primer for how blockchain functions as tool for a non-specialist;
    • Discusses “smart contracts” (about which we have linked more research above);
    • Analyzes potential risks;
    • And considers the potential future unlocked by blockchain
  • This article is particularly useful as a primer into the various capabilities and potential of blockchain for interested researchers who may not have a detailed knowledge of the technology or for those seeking for an introduction.

Iansiti, Marco and Lakhani, Karim R. “The Truth About Blockchain.” Harvard Business Review. N.p., 17 Feb. 2017. Web. 06 Apr. 2017. http://bit.ly/2hqo3FU

  • This entry into the Harvard Business Review discusses blockchain’s ability to solve the gap between emerging technological progress and the outdated ways in which bureaucracies handle and record contracts and transactions.
  • Blockchain, the authors argue, allows us to imagine a world in which “contracts are embedded in digital code and stored in transparent, shared databases, where they are protected from deletion, tampering, and revision”, allowing for the removal of intermediaries and facilitating direct interactions between individuals and institutions.
  • The authors compare the emergence of blockchain to other technologies that have had transformative power, such as TCP/IP, and consider the speed with which they have proliferated and become mainstream.
    • They argue that like TCP/IP, blockchain is likely decades away from maximizing its potential and offer frameworks for the adoption of the technology involving both single-use, localization, substitution, and transformation.
    • Using these frameworks and comparisons, the authors present an investment strategy for those interested in blockchain.

IBM Global Business Services Public Sector Team. “Blockchain: The Chain of Trust and its Potential to Transform Healthcare – Our Point of View.” IBM. 2016. http://bit.ly/2oBJDLw

  • This enthusiastic business report from IBM suggests that blockchain technology can be adopted by the healthcare industry to “solve” challenges healthcare professionals face. This is primarily achieved by blockchain’s ability to streamline transactions by establishing trust, accountability, and transparency.
  • Structured around so-called “pain-points” in the healthcare industry, and how blockchain can confront them, the paper looks at 3 concepts and their application in the healthcare industry:
    • Bit-string cryptography: Improves privacy and security concerns in healthcare, by supporting data encryption and enforces complex data permission systems. This allows healthcare professionals to share data without risking the privacy of patients. It also streamlines data management systems, saving money and improving efficiency.
    • Transaction Validity: This feature promotes the use of electronic prescriptions by allowing transactional trust and authenticated data exchange. Abuse is reduced, and abusers are more easily identified.
    • Smart contracts: This streamlines the procurement and contracting qualms in healthcare by reducing intermediaries. Creates a more efficient and transparent healthcare system.
  • The paper goes on to signal the limitations of blockchain in certain use cases (particularly in low-value, high-volume transactions) but highlights 3 use cases where blockchain can help address a business problem in the healthcare industry.
  • Important to keep in mind that, since this paper is geared toward business applications of blockchain through the lens of IBM’s investments, the problems are drafted as business/transactional problems, where blockchain primarily improves efficiency than supporting patient outcomes.

Nathan, Oz; Pentland, Alex ‘Sandy’; and Zyskind, Guy “Decentralizing Privacy: Using Blockchain to Protect Personal Data” Security and Privacy Workshops (SPW). 2015. http://bit.ly/2nPo4r6

  • This technical paper suggests that anonymization and centralized systems can never provide complete security for personal data, and only blockchain technology, by creating a decentralized data management system, can overcome these privacy issues.
  • The authors identify 3 common privacy concerns that blockchain technology can address:
    • Data ownership: users want to own and control their personal data, and data management systems must acknowledge this.
    • Data transparency and auditability: users want to know what data is been collected and for what purpose.
    • Fine-grained access control: users want to be able to easily update and adapt their permission settings to control how and when third-party organizations access their data.
  • The authors propose their own system designed for mobile phones which integrates blockchain technology to store data in a reliable way. The entire system uses blockchain to store data, verify users through a digital signature when they want to access data, and creates a user interface that individuals  can access to view their personal data.
  • Though much of the body of this paper includes technical details on the setup of this blockchain data management system, it provides a strong case for how blockchain technology can be practically implemented to assuage privacy concerns among the public. The authors highlight that by using blockchain “laws and regulations could be programmed into the blockchain itself, so that they are enforced automatically.” They ultimately conclude that using blockchain in such a data protection system such as the one they propose is easier, safer, and more accountable.

Wright, Aaron, and Primavera De Filippi. “Decentralized blockchain technology and the rise of lex cryptographia.” 2015. Available at SSRN http://bit.ly/2oujvoG

  • This paper proposes that the emergence of blockchain technology, and its various applications (decentralized currencies, self-executing contracts, smart property etc.), will necessitate the creation of a new subset of laws, termed by the authors as “Lex Cryptographia.”
  • Considering the ability for blockchain to “cut out the middleman” there exist concrete challenges to law enforcement faced by the coming digital revolution brought by the technology. These encompass the very benefits of blockchain; for instance, the authors posit that the decentralized, autonomous nature of blockchain systems can act much like “a biological virus or an uncontrollable force of nature” if the system was ill-intentioned. Though this same system can regulate the problems of corruption and hierarchy associated with traditional, centralized systems, their autonomy poses an obvious obstacle for law-enforcement.
  • The paper goes on to details all the possible benefits and societal impacts of various applications of blockchain, finally suggesting there exists a need to “rethink” traditional models of regulating society and individuals. They predict a rise in Lex Cryptographia “characterized by a set of rules administered through self-executing smart contracts and decentralized (and potentially autonomous) organizations.” Much of these regulations depend upon the need to supervise restrictions placed upon blockchain technology that may chill its application, for instance corporations who may choose to purposefully avoid including any blockchain-based applications in their search engines so as to stymie the adoption of this technology.

Five hacks for digital democracy


Beth Simone Noveck in Nature: “…Technology is already changing the way public institutions make decisions. Governments at every level are using ‘big data’ to pinpoint or predict the incidence of crime, heart attack and foodborne illness. Expert networking platforms — online directories of people and their skills, such as NovaGob.org in Spain — are helping to match civil servants who have the relevant expertise with those who need the know-how.

To get beyond conventional democratic models of representation or referendum, and, above all, to improve learning in the civil service, we must build on these pockets of promise and evolve. That requires knowledge of what works and when. But there is a dearth of research on the impact of technology on public institutions. One reason is a lack of suitable research methods. Many academics prefer virtual labs with simulated conditions that are far from realistic. Field experiments have long been used to evaluate the choice between two policies. But much less attention is paid to how public organizations might operate differently with new technologies.

The perfect must not be the enemy of the good. Even when it is impractical to create a control group and run parallel interventions in the same institution, comparisons can yield insights. For instance, one could compare the effect of using citizen commenting on legislative proposals in the Brazilian parliament with similar practices in the Finnish parliament.

Of course, some leaders have little interest in advancing more than their own power. But many more politicians and public servants are keen to use research-based evidence to guide how they use technology to govern in the public interest.

The MacArthur Foundation in Chicago, Illinois, has started funding a research network — a dozen academics and public servants — to study the possibilities of using new technology to govern more transparently and in partnership with citizens (see www.opening-governance.org). More collaboration among universities and across disciplines is needed. New research platforms — such as the Open Governance Research Exchange, developed by the Governance Lab, the UK-based non-profit mySociety and the World Bank — can offer pathways for sharing research findings and co-creating methodologies….(More)”

Big Data for Achievement of the 2030 Agenda: Data Privacy, Ethics and Protection


UNDG Guidance Note: “This document sets out general guidance on data privacy, data protection and data ethics for the United Nations Development Group (UNDG) concerning the use of big data, collected in real time by private sector entities as part of their business offerings1 , and shared with UNDG members for the purposes of strengthening operational implementation of their programmes to support the achievement of the 2030 Agenda.

The Guidance Note is designed to:

• Establish common principles across UNDG to support the operational use of big data for achievement of the Sustainable Development Goals (SDGs);

• Serve as a risk-management tool taking into account fundamental human rights; and

• Set principles for obtaining, retention, use and quality control for data from the private sector. The data revolution was recognized as an enabler of the Sustainable Development Goals, not only to monitor progress but also to inclusively engage stakeholders at all levels to advance evidence-based policies and programmes and to reach the most vulnerable.

The 2030 Agenda asserts that “Quality, accessible, timely and reliable disaggregates data will be needed to help with the measurement of progress (SGDs) and to ensure that no one is left behind. Such data is key to decision making.” At the same time, there are legitimate concerns regarding risks associated with handling and processing of big data, particularly in light of the current fragmented regulatory landscape and in the absence of a common set of principles on data privacy, ethics and protection. These concerns continue to complicate efforts to develop standardized and scalable approaches to risk management and data access. A coordinated approach is required to ensure the emergence of frameworks for safe and responsible use of big data for the achievement of the 2030 Agenda.

The guidance described in this document acknowledges and is based on the UN Guidelines for the Regulation of Computerized Personal Data Files, adopted by the UN General Assembly resolution 45/95, and takes into account both existing international instruments and relevant regulations, rules and policies of UNDG member organizations concerning data privacy and data protection. This Guidance Note is based on standards that have withstood the test of time, reflecting the strength of their core values….(More)”.

Killer Apps: Vanishing Messages, Encrypted Communications, and Challenges to Freedom of Information Laws When Public Officials ‘Go Dark’


Paper by Daxton Stewart: “In the early weeks of the new presidential administration, White House staffers were communicating among themselves and leaking to journalists using apps such as Signal and Confide, which allow users to encrypt messages or to make them vanish after being received. By using these apps, government officials are “going dark” by avoiding detection of their communications in a way that undercuts freedom of information laws. In this paper, the author explores the challenges presented by encrypted and ephemeral messaging apps when used by government employees, examining three policy approaches – banning use of the apps, enhancing existing archiving and record-keeping practices, or legislatively expanding quasi-government body definitions – as potential ways to manage the threat to open records laws these “killer apps” present….(More)”.

Incorporating Ethics into Artificial Intelligence


Amitai Etzioni and Oren Etzioni in the Journal of Ethics: “This article reviews the reasons scholars hold that driverless cars and many other AI equipped machines must be able to make ethical decisions, and the difficulties this approach faces. It then shows that cars have no moral agency, and that the term ‘autonomous’, commonly applied to these machines, is misleading, and leads to invalid conclusions about the ways these machines can be kept ethical. The article’s most important claim is that a significant part of the challenge posed by AI-equipped machines can be addressed by the kind of ethical choices made by human beings for millennia. Ergo, there is little need to teach machines ethics even if this could be done in the first place. Finally, the article points out that it is a grievous error to draw on extreme outlier scenarios—such as the Trolley narratives—as a basis for conceptualizing the ethical issues at hand…(More)”.

Digital Participation in an Open Innovation Platform : An Empirical Study on Smart Cities


Paper by J. Ojasalo and L. Tähtinen as part of the INTED2017 Proceedings: “The purpose of this paper is to increase knowledge of participation in collaborative innovation of cities with digital channels, as well as propose a model of digital participation system in an open innovation platform of a city. There is very little knowledge of this area is available in the existing research literature. This paper empirically addresses this knowledge gap and contributes to the literature on digital participation in collaborative innovation, innovation intermediaries and platforms, as well as urban development and Smart City literature. The results of this study have also clear practical implications particularly to urban policy makers and developers, companies and third sector organization collaborating with cities, as well as educators in the field of innovation and urban development. The empirical research method is qualitative and draws on data from in-depth interviews and co-creative multi-actor workshops. As the result, it proposes a model which shows the main methods of digital participation in an open innovation platform, namely information dissemination, actor recruitment, and idea generation, explains their nature….(More)”

Societal impacts of big data: challenges and opportunities in Europe


Martí Cuquet, Guillermo Vega-Gorgojo, Hans Lammerant, Rachel Finn, Umair ul Hassan at ArXiv: “This paper presents the risks and opportunities of big data and the potential social benefits it can bring. The research is based on an analysis of the societal impacts observed in a set of six case studies across different European sectors. These impacts are divided into economic, social and ethical, legal and political impacts, and affect areas such as improved efficiency, innovation and decision making, changing business models, dependency on public funding, participation, equality, discrimination and trust, data protection and intellectual property rights, private and public tensions and losing control to actors abroad. A special focus is given to the risks and opportunities coming from the legal framework and how to counter the negative impacts of big data. Recommendations are presented for four specific legal frameworks: copyright and database protection, protection of trade secrets, privacy and data protection and anti-discrimination. In addition, the potential social benefits of big data are exemplified in six domains: improved decision making and event detection; data-driven innovations and new business models; direct social, environmental and other citizen benefits; citizen participation, transparency and public trust; privacy-aware data practices; and big data for identifying discrimination. Several best practices are suggested to capture these benefits…(More)”.