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Article

Access_open Text-mining for Lawyers: How Machine Learning Techniques Can Advance our Understanding of Legal Discourse

Journal Erasmus Law Review, Issue 1 2021
Keywords text mining, machine learning, law, natural language processing
Authors Arthur Dyevre
AbstractAuthor's information

    Many questions facing legal scholars and practitioners can be answered only by analysing and interrogating large collections of legal documents: statutes, treaties, judicial decisions and law review articles. I survey a range of novel techniques in machine learning and natural language processing – including topic modelling, word embeddings and transfer learning – that can be applied to the large-scale investigation of legal texts


Arthur Dyevre
Arthur Dyevre is Professor at the KU Leuven Centre for Empirical Jurisprudence, Leuven, Belgium. arthur.dyevre@kuleuven.be.
Article

Access_open Big Data Ethics: A Life Cycle Perspective

Journal Erasmus Law Review, Issue 1 2021
Keywords big data, big data analysis, data life cycle, ethics, AI
Authors Simon Vydra, Andrei Poama, Sarah Giest e.a.
AbstractAuthor's information

    The adoption of big data analysis in the legal domain is a recent but growing trend that highlights ethical concerns not just with big data analysis, as such, but also with its deployment in the legal domain. This article systematically analyses five big data use cases from the legal domain utilising a pluralistic and pragmatic mode of ethical reasoning. In each case we analyse what happens with data from its creation to its eventual archival or deletion, for which we utilise the concept of ‘data life cycle’. Despite the exploratory nature of this article and some limitations of our approach, the systematic summary we deliver depicts the five cases in detail, reinforces the idea that ethically significant issues exist across the entire big data life cycle, and facilitates understanding of how various ethical considerations interact with one another throughout the big data life cycle. Furthermore, owing to its pragmatic and pluralist nature, the approach is potentially useful for practitioners aiming to interrogate big data use cases.


Simon Vydra
Simon Vydra is a Researcher at the Institute for Public Administration, Leiden University, the Netherlands.

Andrei Poama
Andrei Poama is Assistant Professor at the Institute for Public Administration, Leiden University, the Netherlands.

Sarah Giest
Sarah Giest is Assistant Professor at the Institute for Public Administration, Leiden University, the Netherlands.

Alex Ingrams
Alex Ingrams is Assistant Professor at the Institute for Public Administration, Leiden University, the Netherlands.

Bram Klievink
Bram Klievink is Professor of Digitization and Public Policy at the Institute for Public Administration, Leiden University, the Netherlands.
Editorial

Access_open Computational Methods for Legal Analysis

The Way Forward?

Journal Erasmus Law Review, Issue 1 2021
Keywords computational legal analysis, empirical legal studies, natural language processing, machine learning
Authors Elena Kantorowicz-Reznichenko
AbstractAuthor's information

    Computational analysis can be seen as the most recent innovation in the field of Empirical Legal Studies (ELS). It concerns the use of computer science and big data tools to collect, analyse and understand the large and unstructured data, such as for instance (legal) text. Given that the text is now the object of analysis, but the methods are (largely) quantitative, it lies in the intersection between doctrinal analysis and ELS. It brings with it not only a great potential to scale up research and answer old research questions, but also to reveal uncovered patterns and address new questions. Despite a slowly growing number of legal scholars who are already applying such methods, it is underutilised in the field of law. Furthermore, given that this method comes from social and computer sciences, many legal scholars are not even aware of its existence and potential. Therefore, the purpose of this special issue is not only to introduce these methods to lawyers and discuss possibilities of their application, but also to pay special attention to the challenges, with a specific emphasis on the ethical issues arising from using ‘big data’ and the challenge of building capacity to use such methods in law schools. This editorial briefly explains some of the methods which belong to the new movement of Computational Legal Analysis and provides examples of their application. It then introduces those articles included in this special issue. Finally, it provides a personal note on the way forward for lawyers within the movement of Computational Legal Analysis


Elena Kantorowicz-Reznichenko
Elena Kantorowicz-Reznichenko is Professor of Quantitative Empirical Legal Studies at the Rotterdam Institute of Law and Economics, Erasmus School of Law, Erasmus University, Rotterdam.
Article

Access_open On the Eve of Web-Harvesting and Web-Archiving for Libraries in Greece

Journal Erasmus Law Review, Issue 2 2019
Keywords web harvesting, data analysis, text & data mining, TDM: Proposal EU Copyright Directive
Authors Maria Bottis, Marinos Papadopoulos, Christos Zampakolas e.a.
AbstractAuthor's information

    This conference paper submitted on the occasion of the 8th International Conference on Information Law and Ethics (University of Antwerp, December 13-14, 2018) that focused on modern intellectual property governance and openness in Europe elaborates upon the Text and Data Mining (TDM) issue in the field of scientific research, which is still-by the time of composition of this paper-in the process of discussion and forthcoming voting before the European Parliament in the form of provision(s) included in a new Directive on Copyright in the Digital Single Market. TDM is included in the proposal for a Directive of the European parliament and of the Council on copyright in the Digital Single Market-Proposal COM(2016)593 final 2016/0280(COD) that was submitted to the European Parliament.


Maria Bottis
Associate Professor, Department of Archives, Library Science and Museology, Ionian University, Corfu, Greece.

Marinos Papadopoulos
Attorney-at-Law, Independent Researcher, PhD, MSc, JD, Athens, Greece.

Christos Zampakolas
Archivist/Librarian, Independent Researcher, PhD, MA, BA, Ioannina, Greece.

Paraskevi Ganatsiou
Educator, MA, BA, Prefecture of Ionian Islands, Corfu, Greece.
Article

Access_open Access and Reuse of Machine-Generated Data for Scientific Research

Journal Erasmus Law Review, Issue 2 2019
Keywords machine-generated data, Internet of Things, scientific research, personal data, GDPR
Authors Alexandra Giannopoulou
AbstractAuthor's information

    Data driven innovation holds the potential in transforming current business and knowledge discovery models. For this reason, data sharing has become one of the central points of interest for the European Commission towards the creation of a Digital Single Market. The value of automatically generated data, which are collected by Internet-connected objects (IoT), is increasing: from smart houses to wearables, machine-generated data hold significant potential for growth, learning, and problem solving. Facilitating researchers in order to provide access to these types of data implies not only the articulation of existing legal obstacles and of proposed legal solutions but also the understanding of the incentives that motivate the sharing of the data in question. What are the legal tools that researchers can use to gain access and reuse rights in the context of their research?


Alexandra Giannopoulou
Institute for Information Law (IViR) – University of Amsterdam.
Article

Access_open Modern Intellectual Property Governance and Openness in Europe: A Long and Winding Road?

Journal Erasmus Law Review, Issue 2 2019
Keywords Intellectual Property, governance, data sharing
Authors Nikos Koutras
AbstractAuthor's information

    In the last decade a trend towards more ‘openness’ in terms of collaborations and access to knowledge has been observed in many different sectors and contexts. Along the spectrum of openness one can find many different varieties, such as open innovation, co-creation, open science (combined with open access and open data) and open source. Even traditionally rather ‘closed’ actors, such as publishing houses and the pharmaceutical industry, are gradually catching up and are trying to develop mechanisms to cope with this trend towards openness. Both public and private actors encounter challenges in combining this trend towards openness with the management of intellectual property rights (IPRs). Although a strong willingness may exist to collaborate, open up and share knowledge and data, IPRs often create boundaries and limitations towards cutting-edge collaborations and initiatives for openness and sharing. Over time, companies, universities, public research organisations, etc. have developed certain models to allow for openness while safeguarding ways to protect their IPRs. Yet the legal framework is often lagging behind and does not appear to reflect the socio-economic trend towards openness; in many jurisdictions, changes to IP legislation have rather focused on strengthening of the rights of IP owners. But this is not necessarily a problem as stakeholders tend to find workarounds in their day-to-day practice. This special issue aims to further the discussion about modern governance of IPRs in Europe and to explore different perspectives on how openness could be operationalised within the context of IP protection.


Nikos Koutras
Postdoctoral Researcher, Faculty of Law, University of Antwerp.
Article

Access_open Text and Data Mining in the EU ‘Acquis Communautaire’ Tinkering with TDM & Digital Legal Deposit

Journal Erasmus Law Review, Issue 2 2019
Keywords Web harvesting, data analysis, text & data mining, TDM, computational text
Authors Maria Bottis, Marinos Papadopoulos, Christos Zampakolas e.a.
AbstractAuthor's information

    Text and Data Mining (hereinafter, TDM) issue for the purpose of scientific research or for any other purpose which is included in the provisions of the new EU Directive on Copyright in the Digital Single Market (hereinafter, DSM). TDM is a term that includes Web harvesting and Web Archiving activities. Web harvesting and archiving pertains to the processes of collecting from the web and archiving of works that reside on the Web. In the following analysis we will elaborate briefly upon provisions in EU Copyright law which were discussed during the proposal for a new Directive on Copyright in the DSM as well as provisions which are included in the text of art.3 and art.4 of the new Directive 2019/790/EU per TDM. In addition, the following analysis presents legislation in very few EU Member States which pertains to TDM and preceded the rulings of Directive 2019/790/EU. Digital legal deposit remarkable examples from EU Member States are also presented in this paper. The example of Australia is also presented below hereto because it is one of the oldest and most successful worldwide. The National Library of Australia’s digital legal deposit is state-of-the-art.


Maria Bottis
Associate Professor, Department of Archives, Library Science and Museology, Ionian University, Corfu, Greece.

Marinos Papadopoulos
Attorney-at-Law, PhD, MSc, JD, Independent Researcher, Athens, Greece.

Christos Zampakolas
Archivist/Librarian, PhD, MA, BA, Independent Researcher, Ioannina, Greece.

Paraskevi Ganatsiou
Educator, MA, BA, Coordinator of Educational Projects in the Prefecture of Ionian Islands, Corfu, Greece.
Article

Access_open The New Dutch Model Investment Agreement

On the Road to Sustainability or Keeping up Appearances?

Journal Erasmus Law Review, Issue 4 2019
Keywords Dutch model BIT, foreign direct investment, bilateral investment treaties, investor-to-state dispute settlement, sustainable development goals
Authors Alessandra Arcuri and Bart-Jaap Verbeek
AbstractAuthor's information

    In 2019, the Dutch government presented a New Model Investment Agreement that seeks to contribute to the sustainability and inclusivity of future Dutch trade and investment policy. This article offers a critical analysis of the most relevant parts of the revised model text in order to appraise to what extent it could promote sustainability and inclusivity. It starts by providing an overview of the Dutch BIT (Bilateral Investment Treaty) programme, where the role of the Netherlands as a favourite conduit country for global FDI is highlighted. In the article, we identify the reasons why the Netherlands became a preferred jurisdiction for foreign investors and the negative implications for governments and their policy space to advance sustainable development. The 2019 model text is expressly set out to achieve a fairer system and to protect ‘sustainable investment in the interest of development’. While displaying a welcome engagement with key values of sustainable development, this article identifies a number of weaknesses of the 2019 model text. Some of the most criticised substantive and procedural provisions are being reproduced in the model text, including the reiteration of investors’ legitimate expectation as an enforceable right, the inclusion of an umbrella clause, and the unaltered broad coverage of investments. Most notably, the model text continues to marginalise the interests of investment-affected communities and stakeholders, while bestowing exclusive rights and privileges on foreign investors. The article concludes by hinting at possible reforms to better align existing and future Dutch investment treaties with the sustainable development goals.


Alessandra Arcuri
Alessandra Arcuri is Professor at Erasmus School of Law and Erasmus Initiative Dynamics of Inclusive Prosperity, Erasmus University Rotterdam.

Bart-Jaap Verbeek
Bart-Jaap Verbeek is Researcher at Stichting Onderzoek Multinationale Ondernemingen (SOMO) and PhD Candidate Political Science at the Radboud University.
Article

Access_open Due Diligence and Supply Chain Responsibilities in Specific Instances

The Compatibility of the Dutch National Contact Point’s Decisions With the OECD Guidelines for Multinational Enterprises in the Light of Decisions Made by the UK, German, Danish and Norwegian National Contact Points

Journal Erasmus Law Review, Issue 4 2019
Keywords due diligence, supply chain, OECD, NCP, specific instance
Authors Sander van ’t Foort
AbstractAuthor's information

    Since the introduction of a human rights chapter in the 2011 OECD Guidelines for Multinational Enterprises, National Contact Points (NCPs) have been increasingly dealing with specific instances referring to human rights violations by companies. According to the Organisation for Economic Cooperation and Development (OECD), the human rights provisions are the most cited provisions of the Guidelines. Specific instances include allegations such as a company’s failure to implement human rights due diligence, to apply the principles of free, prior and informed consent, to take supply chain responsibility, and/or to comply with the right to cultural heritage. Of all topics, human rights due diligence and human rights supply chain responsibilities are most commonly referred to in complaints based on the Guidelines. This article focuses on how NCPs have handled these topics of human rights due diligence and supply chain responsibility in specific instances. The Dutch NCP has been selected because it is celebrated in literature as the ‘gold standard’ because of its composition including independent members, its forward-looking approach, and because it is one of the most active NCPs in the world. All decisions of the Dutch NCP concerning these two topics are analysed in the light of the decisions of four other NCPs (UK, Denmark, Germany and Norway). A doctrinal methodology is used to analyse similarities and differences between the argumentations of the five NCPs.


Sander van ’t Foort
Sander van ’t Foort is Lecturer at Nyenrode Business University.
Article

Access_open Fostering Worker Cooperatives with Blockchain Technology: Lessons from the Colony Project

Journal Erasmus Law Review, Issue 3 2018
Keywords blockchain, collaborative economy, cooperative governance, decentralised governance, worker cooperatives
Authors Morshed Mannan
AbstractAuthor's information

    In recent years, there has been growing policy support for expanding worker ownership of businesses in the European Union. Debates on stimulating worker ownership are a regular feature of discussions on the collaborative economy and the future of work, given anxieties regarding the reconfiguration of the nature of work and the decline of standardised employment contracts. Yet, worker ownership, in the form of labour-managed firms such as worker cooperatives, remains marginal. This article explains the appeal of worker cooperatives and examines the reasons why they continue to be relatively scarce. Taking its cue from Henry Hansmann’s hypothesis that organisational innovations can make worker ownership of firms viable in previously untenable circumstances, this article explores how organisational innovations, such as those embodied in the capital and governance structure of Decentralised (Autonomous) Organisations (D(A)Os), can potentially facilitate the growth of LMFs. It does so by undertaking a case study of a blockchain project, Colony, which seeks to create decentralised, self-organising companies where decision-making power derives from high-quality work. For worker cooperatives, seeking to connect globally dispersed workers through an online workplace, Colony’s proposed capital and governance structure, based on technological and game theoretic insight may offer useful lessons. Drawing from this pre-figurative structure, self-imposed institutional rules may be deployed by worker cooperatives in their by-laws to avoid some of the main pitfalls associated with labour management and thereby, potentially, vitalise the formation of the cooperative form.


Morshed Mannan
Morshed Mannan, LLM (Adv.), PhD Candidate, Company Law Department, Institute of Private Law, Universiteit Leiden.
Article

Access_open Empirical Legal Research in Europe: Prevalence, Obstacles, and Interventions

Journal Erasmus Law Review, Issue 2 2018
Keywords empirical legal research, Europe, popularity, increase, journals
Authors Gijs van Dijck, Shahar Sverdlov and Gabriela Buck
AbstractAuthor's information

    Empirical Legal research (ELR) has become well established in the United States, whereas its popularity in Europe is debatable. This article explores the popularity of ELR in Europe. The authors carried out an empirical analysis of 78 European-based law journals, encompassing issues from 2008-2017. The findings demonstrate that a supposed increase of ELR is questionable (at best).
    Moreover, additional findings highlight:

    • An increase for a few journals, with a small number of other journals showing a decrease over time;

    • A higher percentage of empirical articles for extra-legal journals than for legal journals (average proportion per journal is 4.6 percent for legal journals, 18.9 percent for extra-legal journals);

    • Criminal justice journals, environmental journals, and economically oriented journals being more likely to publish empirical articles than other journals;

    • More prestigious journals being more likely to publish empirical articles than less-prestigious journals;

    • Older journals being more likely to publish empirical work than younger journals, but not at an increasing rate;

    • Journals being legal/extra-legal, journals in a specific field, journal ranking, or the age of the journal not making it more (or less) likely that the journal will publish empirical articles at an increasing (or decreasing) rate.
      Considering the lack of convincing evidence indicating an increase of ELR, we identify reasons for why ELR is seemingly becoming more popular but not resulting in more empirical research in Europe. Additionally, we explore interventions for overcoming the obstacles ELR currently faces.


Gijs van Dijck
Professor of Private Law at Maastricht University, the Netherlands.

Shahar Sverdlov
Law student at the Vrije Universiteit Amsterdam, the Netherlands.

Gabriela Buck
Law student at Maastricht University, the Netherlands.
Article

Access_open Afterword

Journal Erasmus Law Review, Issue 1 2018
Authors Stuart Kirsch
Author's information

Stuart Kirsch
Professor of Anthropology, University of Michigan.

    The judgment of the Inter-American Court of Human Rights in the case of Kaliña and Lokono Peoples v. Suriname is noteworthy for a number of reasons. Particularly important is the Court’s repeated citation and incorporation of various provisions of the 2007 United Nations Declaration on the Rights of Indigenous Peoples into its interpretation of the American Convention on Human Rights. This aids in greater understanding of the normative value of the Declaration’s provisions, particularly when coupled with the dramatic increase in affirmations of that instrument by UN treaty bodies, Special Procedures and others. The Court’s analysis also adds detail and further content to the bare architecture of the Declaration’s general principles and further contributes to the crystallisation of the discrete, although still evolving, body of law upholding indigenous peoples’ rights. Uptake of the Court’s jurisprudence by domestic tribunals further contributes to this state of dynamic interplay between sources and different fields of law.


Fergus MacKay JD
Article

Access_open Expounding the Place of Legal Doctrinal Methods in Legal-Interdisciplinary Research

Experiences with Studying the Practice of Independent Accountability Mechanisms at Multilateral Development Banks

Journal Erasmus Law Review, Issue 3 2015
Authors Andria Naudé Fourie
AbstractAuthor's information

    There is a distinct place for legal doctrinal methods in legal-interdisciplinary research methodologies, but there is value to be had in expounding that place – in developing a deeper understanding, for instance, of what legal doctrinal analysis has to offer, wherein lies its limitations, and how it could work in concert with methods and theories from disciplinary areas other than law. This article offers such perspectives, based on experiences with an ‘advanced’ legal-interdisciplinary methodology, which facilitates a long-term study of the growing body of practice generated by citizen-driven, independent accountability mechanisms (IAMs) that are institutionally affiliated with multilateral development banks. The article demonstrates how legal doctrinal methods have contributed towards the design and development of a multipurpose IAM-practice database. This database constitutes the analytical platform of the research project and also facilitates the integration of various types of research questions, methods and theories.


Andria Naudé Fourie
Research Associate, Erasmus University Rotterdam, School of Law.
Artikel

Access_open The Value of Narratives

The India-USA Nuclear Deal in Terms of Fragmentation, Pluralism, Constitutionalisation and Global Administrative Law

Journal Erasmus Law Review, Issue 1 2013
Keywords India-US Nuclear Deal, Nuclear Energy Cooperation, Non-Proliferation Treaty, Fragmentation, Constitutionalisation, Pluralism, Global Administrative Law
Authors Surabhi Ranganathan
AbstractAuthor's information

    ‘Fragmentation’, ‘pluralism’, ‘constitutionalisation’ and ‘global administrative law’ are among the most dominant narratives of international legal order at present. Each narrative makes a descriptive claim about the current state of the international legal order, and outlines a normative vision for this order. Yet we must not lose sight of the conflicts between, and the contingency of these, and other narratives. This article seeks to recover both conflicts and contingency by showing how each may be used to explain a given event: the inauguration of a bilateral civil nuclear cooperation between the United State and India, better known as the ‘India-US nuclear deal’. I explain how the four narratives may be, and were, co-opted at different times to justify or critique the ‘deal’. This exercise serve two purposes: the application of four narratives reveal the various facets of the deal, and by its example the deal illuminates the stakes attached to each of the four narratives. In a final section, I reflect on why these four narratives enjoy their influential status in international legal scholarship.


Surabhi Ranganathan
Junior Research Fellow, King’s College/Lauterpacht Centre for International Law, University of Cambridge.
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