The Unlinkable Data Challenge: Advancing Methods in Differential Privacy


National Institute of Standards and Technology: “Databases across the country include information with potentially important research implications and uses, e.g. contingency planning in disaster scenarios, identifying safety risks in aviation, assist in tracking contagious diseases, identifying patterns of violence in local communities.  However, included in these datasets are personally identifiable information (PII) and it is not enough to simply remove PII from these datasets.  It is well known that using auxiliary and possibly completely unrelated datasets, in combination with records in the dataset, can correspond to uniquely identifiable individuals (known as a linkage attack).  Today’s efforts to remove PII do not provide adequate protection against linkage attacks. With the advent of “big data” and technological advances in linking data, there are far too many other possible data sources related to each of us that can lead to our identity being uncovered.

Get Involved – How to Participate

The Unlinkable Data Challenge is a multi-stage Challenge.  This first stage of the Challenge is intended to source detailed concepts for new approaches, inform the final design in the two subsequent stages, and provide recommendations for matching stage 1 competitors into teams for subsequent stages.  Teams will predict and justify where their algorithm fails with respect to the utility-privacy frontier curve.

In this stage, competitors are asked to propose how to de-identify a dataset using less than the available privacy budget, while also maintaining the dataset’s utility for analysis.  For example, the de-identified data, when put through the same analysis pipeline as the original dataset, produces comparable results (i.e. similar coefficients in a linear regression model, or a classifier that produces similar predictions on sub-samples of the data).

This stage of the Challenge seeks Conceptual Solutions that describe how to use and/or combine methods in differential privacy to mitigate privacy loss when publicly releasing datasets in a variety of industries such as public safety, law enforcement, healthcare/biomedical research, education, and finance.  We are limiting the scope to addressing research questions and methodologies that require regression, classification, and clustering analysis on datasets that contain numerical, geo-spatial, and categorical data.

To compete in this stage, we are asking that you propose a new algorithm utilizing existing or new randomized mechanisms with a justification of how this will optimize privacy and utility across different analysis types.  We are also asking you to propose a dataset that you believe would make a good use case for your proposed algorithm, and provide a means of comparing your algorithm and other algorithms.

All submissions must be made using the submission form provided on HeroX website….(More)“.

Data Governance in the Digital Age


Centre for International Governance Innovation: “Data is being hailed as “the new oil.” The analogy seems appropriate given the growing amount of data being collected, and the advances made in its gathering, storage, manipulation and use for commercial, social and political purposes.

Big data and its application in artificial intelligence, for example, promises to transform the way we live and work — and will generate considerable wealth in the process. But data’s transformative nature also raises important questions around how the benefits are shared, privacy, public security, openness and democracy, and the institutions that will govern the data revolution.

The delicate interplay between these considerations means that they have to be treated jointly, and at every level of the governance process, from local communities to the international arena. This series of essays by leading scholars and practitioners, which is also published as a special report, will explore topics including the rationale for a data strategy, the role of a data strategy for Canadian industries, and policy considerations for domestic and international data governance…

RATIONALE OF A DATA STRATEGY

THE ROLE OF A DATA STRATEGY FOR CANADIAN INDUSTRIES

BALANCING PRIVACY AND COMMERCIAL VALUES

DOMESTIC POLICY FOR DATA GOVERNANCE

INTERNATIONAL POLICY CONSIDERATIONS

EPILOGUE

Public Policy in an AI Economy


NBER Working Paper by Austan Goolsbee: “This paper considers the role of policy in an AI-intensive economy (interpreting AI broadly). It emphasizes the speed of adoption of the technology for the impact on the job market and the implications for inequality across people and across places. It also discusses the challenges of enacting a Universal Basic Income as a response to widespread AI adoption, discuss pricing, privacy and competition policy the question of whether AI could improve policy making itself….(More).

The GovLab Selected Readings on Blockchain Technologies and the Governance of Extractives


Curation by Andrew Young, Anders Pedersen, and Stefaan G. Verhulst

Readings developed together with NRGI, within the context of our joint project on Blockchain technologies and the Governance of Extractives. Thanks to Joyce Zhang and Michelle Winowatan for research support.

We need your help! Please share any additional readings on the use of Blockchain Technologies in the Extractives Sector with blockchange@thegovlab.org.  

Introduction

By providing new ways to securely identify individuals and organizations, and record transactions of various types in a distributed manner, blockchain technologies have been heralded as a new tool to address information asymmetries, establish trust and improve governance – particularly around the extraction of oil, gas and other natural resources. At the same time, blockchain technologies are been experimented with to optimize certain parts of the extractives value chain – potentially decreasing transparency and accountability while making governance harder to implement.

Across the expansive and complex extractives sector, blockchain technologies are believed to have particular potential for improving governance in three key areas:  

  • Beneficial ownership and illicit flows screening: The identity of those who benefit, through ownership, from companies that extract natural resources is often hidden – potentially contributing to tax evasion, challenges to global sanction regimes, corruption and money laundering.
  • Land registration, licensing and contracting transparency: To ensure companies extract resources responsibly and comply with rules and fee requirements, effective governance and a process to determine who has the rights to extract natural resources, under what conditions, and who is entitled to the land is essential.
  • Commodity trading and supply chain transparency: The commodity trading sector is facing substantive challenges in assessing and verifying the authenticity of for example oil trades. Costly time is spent by commodity traders reviewing documentation of often poor quality. The expectation of the sector is firstly to eliminate time spent verifying the authenticity of traded goods and secondly to reduce the risk premium on trades. Transactions from resources and commodities trades are often opaque and secretive, allowing for governments and companies to conceal how much money they receive from trading, and leading to corruption and evasion of taxation.

In the below we provide a selection of the nascent but growing literature on Blockchain Technologies and Extractives across six categories:

Selected Readings 

Blockchain Technologies and Extractives – Promise and Current Potential

Adams, Richard, Beth Kewell, Glenn Parry. “Blockchain for Good? Digital Ledger Technology and Sustainable Development Goals.” Handbook of Sustainability and Social Science Research. October 27, 2017.

  • This chapter in the Handbook of Sustainability and Social Science Research seeks to reflect and explore the different ways Blockchain for Good (B4G) projects can provide social and environmental benefits under the UN’s Sustainable Goals framework
  • The authors describe the main categories in which blockchain can achieve social impact: mining/consensus algorithms that reward good behavior, benefits linked to currency use in the form of “colored coins,” innovations in supply chain, innovations in government, enabling the sharing economy, and fostering financial inclusion.
  • The chapter concludes that with B4G there is also inevitably “Blockchain for Bad.” There is already critique and failures of DLTs such as the DAO, and more research must be done to identify whether DLTs can provide a more decentralized, egalitarian society, or if they will ultimately be another tool for control and surveillance by organizations and government.

Cullinane, Bernadette, and Randy Wilson. “Transforming the Oil and Gas Industry through Blockchain.” Official Journal of the Australian Institute of Energy News, p 9-10, December 2017.

  • In this article, Cullinane and Wilson explore blockchain’s application in the oil and gas industry “presents a particularly compelling opportunity…due to the high transactional values, associated risks and relentless pressure to reduce costs.”
  • The authors elaborate four areas where blockchain can benefit play a role in transforming the oil and gas industry:
    • Supply chain management
    • Smart contracts
    • Record management
    • Cross-border payments

Da Silva, Filipe M., and Ankita Jaitly. “Blockchain in Natural Resources: Hedging Against Volatile Prices.” Tata Consultancy Services Ltd., 2018.

  • The authors of this white paper assess the readiness of natural resources industries for blockchain technology application, identify areas where blockchain can add value, and outline a strategic plan for its adoption.
  • In particular, they highlight the potential for blockchain in the oil and gas industry to simplify payments, where for example, gas can be delivered directly to consumer homes using a blockchain smart contracting application.

Halford-Thompson, Guy. “Powered by Blockchain: Reinventing Information Management in the Energy Space.” BTL, May 12, 2017.

  • According to Halford-Thompson, “oil and gas companies are exploring blockchain’s promise to revamp inefficient internal processes and achieve significant reductions in operating costs through the automation of record keeping and messaging, the digitization of the supply chain information flow, and the elimination of reconciliation, among many other data management use cases.”
  • The data reconciliation process, for one, is complex and can require significant time for completion. Blockchain technology could not only remove the need for some steps in the information reconciliation process, but also eliminate the need for reconciliation altogether in some instances.

Blockchain Technologies and the Governance of Extractives

(See also: Selected Readings of Blockchain Technologies and its Potential to Transform Governance)

Koeppen, Mark, David Shrier, and Morgan Bazilian. “Is Blockchain’s Future in Oil and Gas Transformative Or Transient? Deloitte, 2017.

  • In this report, the authors propose four areas that blockchain can improve for the oil and gas industry, which are:
    • Transparency and compliance: Employment of blockchain is predicted to significantly reduce cost related to compliance, since it securely makes information available to all parties involved in the supply chain.
    • Cyber threats and security: The industry faces constant digital security threat and blockchain provides a solution to address this issue.
    • Mid-volume trading/third party impacts: They argue that the “boundaries between asset classes will blur as cash, energy products and other commodities, from industrial components to apples could all become digital assets trading interoperably.”
    • Smart contract: Since the “sheer size and volume of contracts and transactions to execute capital projects in oil and gas have historically caused significant reconciliation and tracking issues among contractors, sub-contractors, and suppliers,” blockchain-enabled smart contracts could improve the process by executing automatically after all requirements are met, and boosting contract efficiency and protecting each party from volatile pricing.

Mawet, Pierre, and Michael Insogna. “Unlocking the Potential of Blockchain in Oil and Gas Supply Chains.” Accenture Energy Blog, November 21, 2016.

  • The authors propose three ways blockchain technology can boost productivity and efficiency in oil and gas industry:
    • “Greater process efficiency. Smart contracts, for example, can be held in a blockchain transaction with party compliance confirmed through follow-on transactions, reducing third-party supervision and paper-based contracting, thus helping reduce cost and overhead.”
    • “Compliance. Visibility is essential to improve supply chain performance. The immutable record of transactions can aid in product traceability and asset tracking.”
    • “Data transfer from IoT sensors. Blockchain could be used to track the unique history of a device, with the distributed ledger recording data transfer from multiple sensors. Data security in devices could be safeguarded by unique blockchain characteristics.”

Som, Indranil. “Blockchain: Radically Changing the Mining Paradigm.” Digitalist, September 27, 2017.

  • In this article, Som proposes three ways that the blockchain technology can “support leaner organizations and increased security” in the mining industry: improving cybersecurity, increasing transparency through smart contracts, and providing visibility into the supply chain.

Identity: Beneficial Ownership and Illicit Flows

(See also: Selected Readings on Blockchain Technologies and Identity).

de Jong, Julia, Alexander Meyer, and Jeffrey Owens. “Using blockchain for transparent beneficial ownership registers. International Tax Review, June 2017.

  • This paper discusses the features of blockchain and distributed ledger technology that can improve collection and distribution of information on beneficial ownership.
  • The FATF and OECD Global Forum regimes have identified a number of common problems related to beneficial ownership information across all jurisdictions, including:
    • “Insufficient accuracy and accessibility of company identification and ownership information;
    • Less rigorous implementation of customer due-diligence (CDD) measures by key gatekeepers such as lawyers, accountants, and trust and company service providers; and
    • Obstacles to information sharing such as data protection and privacy laws, which impede competent authorities from receiving timely access to adequate, accurate and up-to-date information on basic legal and beneficial ownership.”
  • The authors argue that the transparency, immutability, and security offered by blockchain makes it ideally suited for record-keeping, particularly with regards to the ownership of assets. Thus, blockchain can address many of the shortcomings in the current system as identified by the FATF and the OECD.
  • They go on to suggest that a global registry of beneficial ownership using blockchain technology would offer the following benefits:
    • Ensuring real-time accuracy and verification of ownership information
    • Increasing security and control over sensitive personal and commercial information
    • Enhancing audit transparency
    • Creating the potential for globally-linked registries
    • Reducing corruption and fraud, and increasing trust
    • Reducing compliance burden for regulate entities

Herian, Robert. “Trusteeship in a Post-Trust World: Property, Trusts Law and the Blockchain.” The Open University, 2016.

  • This working paper discusses the often overlooked topic of trusteeship and trusts law and the implications of blockchain technology in the space. 
  • “Smart trusts” on the blockchain will distribute trusteeship across a network and, in theory, remove the need for continuous human intervention in trust fund investments thus resolving key issues around accountability and the potential for any breach of trust.
  • Smart trusts can also increase efficiency and security of transactions, which could improve the overall performance of the investment strategy, thereby creating higher returns for beneficiaries.

Karsten, Jack and Darrell M. West (2018): “Venezuela’s “petro” undermines other cryptocurrencies – and international sanctions.” Brookings, Friday, March 9 2018,

  • This article discusses the Venezuelan government’s cryptocurrency, “petro,” which was launched as a solution to the country’s economic crisis and near-worthless currency, “bolívar”
  • Unlike the volatility of other cryptocurrencies such as Bitcoin and Litecoin, one petro’s price is pegged to the price of one barrel of Venezuelan oil – roughly $60
  • And rather than decentralizing control like most blockchain applications, the petro is subject to arbitrary discount factor adjustment, fluctuating oil prices, and a corrupt government known for manipulating its currency
  • The authors warn the petro will not stabilize the Venezuelan economy since only foreign investors funded the presale, yet (from the White Paper) only Venezuelan citizens can use the cryptocurrency to pay taxes, fees, and other expenses. Rather, they argue, the petro represents an attempt to create foreign capital out of “thin air,” which is not subject to traditional economic sanctions.  

Land Registration, Licensing and Contracting Transparency

Michael Graglia and Christopher Mellon. “Blockchain and Property in 2018: At the End of the Beginning.” 2018 World Bank Conference on Land and Poverty, March 19-23, 2018.

  • This paper claims “blockchain makes sense for real estate” because real estate transactions depend on a number of relationships, processes, and intermediaries that must reconcile all transactions and documents for an action to occur. Blockchain and smart contracts can reduce the time and cost of transactions while ensuring secure and transparent record-keeping systems.
  • The ease, efficiency, and security of transactions can also create an “international market for small real estate” in which individuals who cannot afford an entire plot of land can invest small amounts and receive their portion of rental payments automatically through smart contracts.
  • The authors describe seven prerequisites that land registries must fulfill before blockchain can be introduced successfully: accurate data, digitized records, an identity solution, multi-sig wallets, a private or hybrid blockchain, connectivity and a tech aware population, and a trained professional community
  • To achieve the goal of an efficient and secure property registry, the authors propose an 8-level progressive framework through which registries slowly integrate blockchain due to legal complexity of land administration, resulting inertia of existing processes, and high implementation costs.  
    • Level 0 – No Integration
    • Level 1 – Blockchain Recording
    • Level 2 – Smart Workflow
    • Level 3 – Smart Escrow
    • Level 4 – Blockchain Registry
    • Level 5 – Disaggregated Rights
    • Level 6 – Fractional Rights
    • Level 7 – Peer-to-Peer Transactions
    • Level 8 – Interoperability

Thomas, Rod. “Blockchain’s Incompatibility for Use as a Land Registry: Issues of Definition, Feasibility and Risk. European Property Law Journal, vol. 6, no. 3, May 2017.

  • Thomas argues that blockchain, as it is currently understood and defined, is unsuited for the transfer of real property rights because it fails to address the need for independent verification and control.
  • Under a blockchain-based system, coin holders would be in complete control of the recordation of the title interests of their land, and thus, it would be unlikely that they would report competing or contested claims.
  • Since land remains in the public domain, the risk of third party possessory title claims are likely to occur; and over time, these risks will only increase exponentially.
  • A blockchain-based land title represents interlinking and sequential transactions over many hundreds, if not thousands, of years, so given the misinformation that would compound over time, it would be difficult to trust the current title holder has a correctly recorded title
  • The author concludes that supporters of blockchain for land registries frequently overlook a registry’s primary function to provide an independent verification of the provenance of stored data.

Vos, Jacob, Christiaan Lemmen, and Bert Beentjes. “Blockchain-Based Land Registry: Panacea, Illusion or Something In Between? 2017 World Bank Conference on Land and Poverty, March 20-24, 2017.

  • The authors propose that blockchain is best suited for the following steps in land administration:
    • The issuance of titles
    • The archiving of transactions – specifically in countries that do not have a reliable electronic system of transfer of ownership
  • The step in between issuing titles and archiving transactions is the most complex – the registration of the transaction. This step includes complex relationships between the “triple” of land administration: rights (right in rem and/or personal rights), object (spatial unit), and subject (title holder). For the most part, this step is done manually by registrars, and it is questionable whether blockchain technology, in the form of smart contracts, will be able to process these complex transactions.
  • The authors conclude that one should not underestimate the complexity of the legal system related to land administration. The standardization of processes may be the threshold to success of blockchain-based land administration. The authors suggest instead of seeking to eliminate one party from the process, technologists should cooperate with legal and geodetic professionals to create a system of checks and balances to successfully implement blockchain for land administration.  
  • This paper also outlines five blockchain-based land administration projects launched in Ghana, Honduras, Sweden, Georgia, and Cook County, Illinois.

Commodity Trading and Supply Chain Transparency

Ahmed, Shabir. “Leveraging Blockchain to Revolutionise the Mining Industry.” SAP News, February 27, 2018.

  • In this article, Ahmed identifies seven key use cases for blockchain in the mining industry:
    • Automation of ore acquisition and transfer;
    • Automatic registration of mineral rights and IP;
    • Visibility of ore inventory at ports;
    • Automatic cargo hire process;
    • Process and secure large amounts of IoT data;
    • Reconciling amount produced and sent for processing;
    • Automatically execute procurement and other contracts.

Brooks, Michael. “Blockchain and the Fight Against Illicit Financial Flows.” The Policy Corner, February 19, 2018.

  • In this article, Brooks argues that, “Because of the inherent decentralization and immutability of data within blockchains, it offers a unique opportunity to bypass traditional tracking and transparency initiatives that require strong central governance and low levels of corruption. It could, to a significant extent, bypass the persistent issues of authority and corruption by democratizing information around data consensus, rather than official channels and occasional studies based off limited and often manipulated information. Within the framework of a coherent policy initiative that integrates all relevant stakeholders (states, transnational organizations, businesses, NGOs, other monitors and oversight bodies), a international supply chains supported by blockchain would decrease the ease with which resources can be hidden, numbers altered, and trade misinvoiced.”

Conflict Free Natural Resources.” Global Opportunity Report 2017. Global Opportunity Network, 2017.

  • In this entry from the Global Opportunity Report, and specifically toward the end of ensuring conflict-free natural resources, Blockchain is labeled as “well-suited for tracking objects and transactions, making it possible for virtually anything of value to be traced. This opportunity is about creating transparency and product traceability in supply chains.

Blockchain for Traceability in Minerals and Metals Supply Chains: Opportunities and Challenges.” RCS Global and ICMM, 2017.

  • This report is based on insights generated during the Materials Stewardship Round Table on the potential of BCTs for tracking and tracing metals and minerals supply chains, which subsequently informed an RCS Global research initiative on the topic.
  • Insight into two key areas is increasingly desired by downstream manufacturing companies from upstream producers of metals and minerals: provenance and production methods
  • In particular, the report offers five key potential advantages of using Blockchain for mineral and metal supply chain activities:
    • “Builds consensus and trust around responsible production standards between downstream and upstream companies.
    • The immutability of and decentralized control over a blockchain system minimizes the risk of fraud.
    • Defined datasets can be made accessible in real time to any third party, including downstream buyers, auditors, investors, etc. but at the same time encrypted so as to share a proof of fact rather than confidential information.
    • A blockchain system can be easily scaled to include other producers and supply chains beyond those initially involved.
    • Cost reduction due to the paperless nature of a blockchain-enabled CoC [Chain of Custody] system, the potential reduction of audits, and reduction in transaction costs.”

Van Bockstael, Steve. “The emergence of conflict-free, ethical, and Fair Trade mineral supply chain certification systems: A brief introduction.” The Extractives Industries and Society, vol. 5, issue 1, January 2018.

  • This introduction to a special section considers the emerging field of “‘conflict-free’, ‘fair’ and ‘transparently sourced and traded’ minerals” in global industry supply chains.
  • Van Bockstael describes three areas of practice aimed at increasing supply chain transparency:
    • “Initiatives that explicitly try to sever the links between mining or minerals trading and armed conflict of the funding thereof.”
    • “Initiatives, limited in number yet growing, that are explicitly linked to the internationally recognized ‘Fair Trade’ movement and whose aim it is to source artisanally mined minerals for the Western jewellry industry.”
    • “Initiatives that aim to provide consumers or consumer-facing industries with more ethical, transparent and fair supply chains (often using those concepts in fuzzy and interchangeable ways) that are not linked to the established Fair Trade movement” – including, among others, initiatives using Blockchain technology “to create tamper-proof supply chains.”

Global Governance, Standards and Disclosure Practices

Lafarre, Anne and Christoph Van der Elst. “Blockchain Technology for Corporate Governance and Shareholder Activism.” European Corporate Governance Institute (ECGI) – Law Working Paper No. 390/2018, March 8, 2018.

  • This working paper focuses on the potential benefits of leveraging Blockchain during functions involving shareholder and company decision making. Lafarre and Van der Elst argue that “Blockchain technology can lower shareholder voting costs and the organization costs for companies substantially. Moreover, blockchain technology can increase the speed of decision-making, facilitate fast and efficient involvement of shareholders.”
  • The authors argue that in the field of corporate governance, Blockchain offers two important elements: “transparency – via the verifiable way of recording transactions – and trust – via the immutability of these transactions.”
  • Smart contracting, in particular, is seen as a potential avenue for facilitating the ‘agency relationship’ between board members and the shareholders they represent in corporate decision-making processes.

Myung, San Jun. “Blockchain government – a next for of infrastructure for the twenty-first century.” Journal of Open Innovation: Technology, Market, and Complexity, December 2018.

  • This paper argues the idea that Blockchain represents a new form of infrastructure that, given its core consensus mechanism, could replace existing social apparatuses including bureaucracy.
  • Indeed, Myung argues that blockchain and bureaucracy share a number of attributes:
    • “First, both of them are defined by the rules and execute predetermined rules.
    • Second, both of them work as information processing machines for society.
    • Third, both of them work as trust machines for society.”  
  • The piece concludes with five principles for replacing bureaucracy with blockchain for social organization: “1) introducing Blockchain Statute law; 2) transparent disclosure of data and source code; 3) implementing autonomous executing administration; 4) building a governance system based on direct democracy; and 5) making Distributed Autonomous Government (DAG).  

Peters, Gareth and Vishnia, Guy (2016): “Blockchain Architectures for Electronic Exchange Reporting Requirements: EMIR, Dodd Frank, MiFID I/II, MiFIR, REMIT, Reg NMS and T2S.” University College London, August 31, 2016.

  • This paper offers a solution based on blockchain architectures to the regulations of financial exchanges around the world for trade processing and reporting for execution and clearing. In particular, the authors give a detailed overview of EMIR, Dodd Frank, MiFID I/II, MiFIR, REMIT, Reg NMS and T2S.
  • The authors suggest the increasing amount of data from transaction reporting start to be incorporated on a blockchain ledger in order to harness the built-in security and immutability features of the blockchain to support key regulatory features.
  • Specifically, the authors suggest 1) a permissioned blockchain controlled by a regulator or a consortium of market participants for the maintenance of identity data from market participants and 2) blockchain frameworks such as Enigma to be used to facilitate required transparency and reporting aspects related to identities when performing pre- and post-trade reporting as well as for auditing.

Blockchain Technology and Competition Policy – Issues paper by the Secretariat,” OECD, June 8, 2018.

  • This OECD issues paper poses two key questions about how blockchain technology might increase the relevance of new disclosures practices:
    • “Should competition agencies be given permission to access blockchains? This might enable them to monitor trading prices in real-time, spot suspicious trends, and, when investigating a merger, conduct or market have immediate access to the necessary data without needing to impose burdensome information requests on parties.”
    • “Similarly, easy access to the information on a blockchain for a firm’s owners and head offices would potentially improve the effectiveness of its oversight on its own subsidiaries and foreign holdings. Competition agencies may assume such oversight already exists, but by making it easier and cheaper, a blockchain might make it more effective, which might allow for more effective centralised compliance programmes.”

Michael Pisa and Matt Juden. “Blockchain and Economic Development: Hype vs. Reality.” Center for Global Development Policy Paper, 2017.

  • In this Center for Global Development Policy Paper, the authors examine blockchain’s potential to address four major development challenges: (1) facilitating faster and cheaper international payments, (2) providing a secure digital infrastructure for verifying identity, (3) securing property rights, and (4) making aid disbursement more secure and transparent.
  • The authors conclude that while blockchain may be well suited for certain use cases, the majority of constraints in blockchain-based projects fall outside the scope of technology. Common constraints such as data collection and privacy, governance, and operational resiliency must be addressed before blockchain can be successfully implemented as a solution.

Industry-Specific Case Studies

Chohan, Usman. “Blockchain and the Extractive Industries: Cobalt Case Study,” University of New South Wales, Canberra Discussion Paper Series: Notes on the 21st Century, 2018.

  • In this discussion paper, the author studies the pilot use of blockchain in cobalt mining industry in the Democratic Republic of Congo (DRC). The project tracked the movement of cobalt from artisanal mines through its installation in devices such as smartphones and electric cars.
  • The project records cobalt attributes – weights, dates, times, images, etc. – into the digital ledger to help ensure that cobalt purchases are not contributing to forced child labor or conflict minerals. 

Chohan, Usman. “Blockchain and the Extractive Industries #2: Diamonds Case Study,” University of New South Wales, Canberra Discussion Paper Series: Notes on the 21st Century, 2018.

  • The second case study from Chohan investigates the application of blockchain technology in the extractive industry by studying Anglo-American (AAL) diamond DeBeer’s unit and Everledger’s blockchain projects. 
  • In this study, the author finds that AAL uses blockchain to track gems (carat, color, certificate numbers), starting from extraction and onwards, including when the gems change hands in trade transaction.
  • Like the cobalt pilot, the AAL initiative aims to help avoid supporting conflicts and forced labor, and to improve trading accountability and transparency more generally.

4 reasons why Data Collaboratives are key to addressing migration


Stefaan Verhulst and Andrew Young at the Migration Data Portal: “If every era poses its dilemmas, then our current decade will surely be defined by questions over the challenges and opportunities of a surge in migration. The issues in addressing migration safely, humanely, and for the benefit of communities of origin and destination are varied and complex, and today’s public policy practices and tools are not adequate. Increasingly, it is clear, we need not only new solutions but also new, more agile, methods for arriving at solutions.

Data are central to meeting these challenges and to enabling public policy innovation in a variety of ways. Yet, for all of data’s potential to address public challenges, the truth remains that most data generated today are in fact collected by the private sector. These data contains tremendous possible insights and avenues for innovation in how we solve public problems. But because of access restrictions, privacy concerns and often limited data science capacity, their vast potential often goes untapped.

Data Collaboratives offer a way around this limitation.

Data Collaboratives: A new form of Public-Private Partnership for a Data Age

Data Collaboratives are an emerging form of partnership, typically between the private and public sectors, but often also involving civil society groups and the education sector. Now in use across various countries and sectors, from health to agriculture to economic development, they allow for the opening and sharing of information held in the private sector, in the process freeing data silos up to serve public ends.

Although still fledgling, we have begun to see instances of Data Collaboratives implemented toward solving specific challenges within the broad and complex refugee and migrant space. As the examples we describe below suggest (which we examine in more detail Stanford Social Innovation Review), the use of such Collaboratives is geographically dispersed and diffuse; there is an urgent need to pull together a cohesive body of knowledge to more systematically analyze what works, and what doesn’t.

This is something we have started to do at the GovLab. We have analyzed a wide variety of Data Collaborative efforts, across geographies and sectors, with a goal of understanding when and how they are most effective.

The benefits of Data Collaboratives in the migration field

As part of our research, we have identified four main value propositions for the use of Data Collaboratives in addressing different elements of the multi-faceted migration issue. …(More)”,

How the Math Men Overthrew the Mad Men


 in the New Yorker: “Once, Mad Men ruled advertising. They’ve now been eclipsed by Math Men—the engineers and data scientists whose province is machines, algorithms, pureed data, and artificial intelligence. Yet Math Men are beleaguered, as Mark Zuckerberg demonstrated when he humbled himself before Congress, in April. Math Men’s adoration of data—coupled with their truculence and an arrogant conviction that their “science” is nearly flawless—has aroused government anger, much as Microsoft did two decades ago.

The power of Math Men is awesome. Google and Facebook each has a market value exceeding the combined value of the six largest advertising and marketing holding companies. Together, they claim six out of every ten dollars spent on digital advertising, and nine out of ten new digital ad dollars. They have become more dominant in what is estimated to be an up to two-trillion-dollar annual global advertising and marketing business. Facebook alone generates more ad dollars than all of America’s newspapers, and Google has twice the ad revenues of Facebook.

In the advertising world, Big Data is the Holy Grail, because it enables marketers to target messages to individuals rather than general groups, creating what’s called addressable advertising. And only the digital giants possess state-of-the-art Big Data. “The game is no longer about sending you a mail order catalogue or even about targeting online advertising,” Shoshana Zuboff, a professor of business administration at the Harvard Business School, wrote on faz.net, in 2016. “The game is selling access to the real-time flow of your daily life—your reality—in order to directly influence and modify your behavior for profit.” Success at this “game” flows to those with the “ability to predict the future—specifically the future of behavior,” Zuboff writes. She dubs this “surveillance capitalism.”

However, to thrash just Facebook and Google is to miss the larger truth: everyone in advertising strives to eliminate risk by perfecting targeting data. Protecting privacy is not foremost among the concerns of marketers; protecting and expanding their business is. The business model adopted by ad agencies and their clients parallels Facebook and Google’s. Each aims to massage data to better identify potential customers. Each aims to influence consumer behavior. To appreciate how alike their aims are, sit in an agency or client marketing meeting and you will hear wails about Facebook and Google’s “walled garden,” their unwillingness to share data on their users. When Facebook or Google counter that they must protect “the privacy” of their users, advertisers cry foul: You’re using the data to target ads we paid for—why won’t you share it, so that we can use it in other ad campaigns?…(More)”

Why Policymakers Should Care About “Big Data” in Healthcare


David W.Bates et al at Health Policy and Technology: “The term “big data” has gotten increasing popular attention, and there is growing focus on how such data can be used to measure and improve health and healthcare. Analytic techniques for extracting information from these data have grown vastly more powerful, and they are now broadly available. But for these approaches to be most useful, large amounts of data must be available, and barriers to use should be low. We discuss how “smart cities” are beginning to invest in this area to improve the health of their populations; provide examples around model approaches for making large quantities of data available to researchers and clinicians among other stakeholders; discuss the current state of big data approaches to improve clinical care including specific examples, and then discuss some of the policy issues around and examples of successful regulatory approaches, including deidentification and privacy protection….(More)”.

Networked publics: multi-disciplinary perspectives on big policy issues


Special issue of Internet Policy Review edited by William Dutton: “…is the first to bring together the best policy-oriented papers presented at the annual conference of the Association of Internet Researchers (AoIR). This issue is anchored in the 2017 conference in Tartu, Estonia, which was organised around the theme of networked publics. The seven papers span issues concerning whether and how technology and policy are reshaping access to information, perspectives on privacy and security online, and social and legal perspectives on informed consent of internet users. As explained in the editorial to this issue, taken together, the contributions to this issue reflect the rise of new policy, regulatory and governance issues around the internet and social media, an ascendance of disciplinary perspectives in what is arguably an interdisciplinary field, and the value that theoretical perspectives from cultural studies, law and the social sciences can bring to internet policy research.

Editorial: Networked publics: multi-disciplinary perspectives on big policy issues
William H. Dutton, Michigan State University

Political topic-communities and their framing practices in the Dutch Twittersphere
Maranke Wieringa, Daniela van Geenen, Mirko Tobias Schäfer, & Ludo Gorzeman

Big crisis data: generality-singularity tensions
Karolin Eva Kappler

Cryptographic imaginaries and the networked public
Sarah Myers West

Not just one, but many ‘Rights to be Forgotten’
Geert Van Calster, Alejandro Gonzalez Arreaza, & Elsemiek Apers

What kind of cyber security? Theorising cyber security and mapping approaches
Laura Fichtner

Algorithmic governance and the need for consumer empowerment in data-driven markets
Stefan Larsson

Standard form contracts and a smart contract future
Kristin B. Cornelius

…(More)”.

International Data Flows and Privacy: The Conflict and its Resolution


World Bank Policy Research Working Paper by Aaditya Mattoo and Joshua P Meltzer: “The free flow of data across borders underpins today’s globalized economy. But the flow of personal dataoutside the jurisdiction of national regulators also raises concerns about the protection of privacy. Addressing these legitimate concerns without undermining international integration is a challenge. This paper describes and assesses three types of responses to this challenge: unilateral development of national or regional regulation, such as the European Union’s Data Protection Directive and forthcoming General Data Protection Regulation; international negotiation of trade disciplines, most recently in the Comprehensive and Progressive Agreement for Trans-Pacific Partnership (CPTPP); and international cooperation involving regulators, most significantly in the EU-U.S. Privacy Shield Agreement.

The paper argues that unilateral restrictions on data flows are costly and can hurt exports, especially of data-processing and other data-based services; international trade rules that limit only the importers’ freedom to regulate cannot address the challenge posed by privacy; and regulatory cooperation that aims at harmonization and mutual recognition is not likely to succeed, given the desirable divergence in national privacy regulation. The way forward is to design trade rules (as the CPTPP seeks to do) that reflect the bargain central to successful international cooperation (as in the EU-US Privacy Shield): regulators in data destination countries would assume legal obligations to protect the privacy of foreign citizens in return for obligations on data source countries not to restrict the flow of data. Existing multilateral rules can help ensure that any such arrangements do not discriminate against and are open to participation by other countries….(More)”.

Privacy by Design: Building a Privacy Policy People Actually Want to Read


Richard Mabey at the Artificial Lawyer: “…when it came to updating our privacy policy ahead of GDPR it was important to us from the get-go that our privacy policy was not simply a compliance exercise. Legal documents should not be written by lawyers for lawyers; they should be useful, engaging and designed for the end user. But it seemed that we weren’t the only ones to think this. When we read the regulations, it turned out the EU agreed.

Article 12 mandates that privacy notices be “concise, transparent, intelligible and easily accessible”. Legal design is not just a nice to have in the context of privacy; it’s actually a regulatory imperative. With this mandate, the team at Juro set out with a simple aim: design a privacy policy that people would actually want to read.

Here’s how we did it.

Step 1: framing the problem

When it comes to privacy notices, the requirements of GDPR are heavy and the consequences of non-compliance enormous (potentially 4% of annual turnover). We knew therefore that there would be an inherent tension between making the policy engaging and readable, and at the same time robust and legally watertight.

Lawyers know that when it comes to legal drafting, it’s much harder to be concise than wordy. Specifically, it’s much harder to be concise and preserve legal meaning than it is to be wordy. But the fact remains. Privacy notices are suffered as downside risk protections or compliance items, rather than embraced as important customer communications at key touchpoints. So how to marry the two.

We decided that the obvious route of striking out words and translating legalese was not enough. We wanted cakeism: how can we have an exceptionally robust privacy policy, preserve legal nuance and actually make it readable?

Step 2: changing the design process

The usual flow of creating a privacy policy is pretty basic: (1) management asks legal to produce privacy policy, (2) legal sends Word version of privacy policy back to management (back and forth ensues), (3) management checks Word doc and sends it on to engineering for implementation, (4) privacy policy goes live…

Rather than the standard process, we decided to start with the end user and work backwards and started a design sprint (more about this here) on our privacy notice with multiple iterations, rapid prototyping and user testing.

Similarly, this was not going to be a process just for lawyers. We put together a multi-disciplinary team co-led by me and, legal information designer Stefania Passera, with input from our legal counsel Adam, Tom (our content editor), Alice (our marketing manager) and Anton (our front-end developer).

Step 3: choosing design patterns...(More).