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

The Dutch legislature has recently (2012) altered the legislation for post-conviction revision of criminal cases. The legislature aimed to improve the balance between the competing interests of individual justice and the finality of verdicts, by making post-conviction revision more accessible. In this article we describe the current legal framework for revising cases. We also study how the revision procedure functions in practice, by looking at the types and numbers of (successful) requests for further investigations and applications for revision. We observe three challenges in finding the right balance in the revision process in the Netherlands. These challenges concern: 1) the scope of the novum criterion (which is strict), 2) the appropriate role of an advisory committee (the ACAS) in revision cases (functioning too much as a pre-filter for the Supreme Court) and, 3) the difficulties that arise due to requiring a defence council when requesting a revision (e.g., financial burdens).

States apply different material conditions to attract or restrict residence of certain types of migrants. But states can also make use of time as an instrument to design more welcoming or more restrictive policies. States can apply faster application procedures for desired migrants. Furthermore, time can be used in a more favourable way to attract desired migrants in regard to duration of residence, access to a form of permanent residence and protection against loss of residence. This contribution makes an analysis of how time is used as an instrument in shaping migration policy by the European Union (EU) legislator in the context of making migration more or less attractive. This analysis shows that two groups are treated more favourably in regard to the use of time in several aspects: EU citizens and economic- and knowledge-related third-country nationals. However, when it comes to the acquisition of permanent residence after a certain period of time, the welcoming policy towards economic- and knowledge-related migrants is no longer obvious.

A question that has preoccupied sociolegal scholars for ages is whether law can change ‘hearts and minds’. This article explores whether non-discrimination law can create social change, and, more particularly, whether it can change attitudes and beliefs as well as external behaviour. The first part examines how sociolegal scholars have theorised about the possibility and desirability of using law as an instrument of social change. The second part discusses the findings of empirical research on the social working of various types of non-discrimination law. What conclusions can be drawn about the ability of non-discrimination law to create social change? What factors influence this ability? And can non-discrimination law change people’s hearts and minds as well as their behaviour? The research literature does not provide an unequivocal answer to the latter question. However, the overall picture emerging from the sociolegal literature is that law is generally more likely to bring about changes in external behaviour and that it can influence attitudes and beliefs only indirectly, by altering the situations in which attitudes and opinions are formed.

This article seeks to examine the development of positive obligations under European law in the specific context of the rights of sexual minorities. It is clear that the law should respect and protect all sexualities and diverse intimate relationships without discrimination, and for this purpose it needs to ensure that sexual minorities can not only be free from state interference when expressing their sexuality in private, but that they should be given the right to express their sexuality in public and to have their intimate relationships legally recognised. In addition, sexual minorities should be protected from the actions of other individuals, when these violate their legal and fundamental human rights. Accordingly, in addition to negative obligations, European law must impose positive obligations towards sexual minorities in order to achieve substantive equality for them. The article explains that, to date, European law has imposed a number of such positive obligations; nonetheless, there is definitely scope for more. It is suggested that European law should not wait for hearts and minds to change before imposing additional positive obligations, especially since this gives the impression that the EU and the European Court of Human Rights (ECtHR) are condoning or disregarding persistent discrimination against sexual minorities.

The entry into force of the United Nations Convention on the Rights of Persons with Disabilities (CRPD) pushed state obligations to counter prejudice and stereotypes concerning people with disabilities to the forefront of international human rights law. The CRPD is underpinned by a model of inclusive equality, which views disability as a social construct that results from the interaction between persons with impairments and barriers, including attitudinal barriers, that hinder their participation in society. The recognition dimension of inclusive equality, together with the CRPD’s provisions on awareness raising, mandates that states parties target prejudice and stereotypes about the capabilities and contributions of persons with disabilities to society. Certain human rights treaty bodies, including the Committee on the Rights of Persons with Disabilities and, to a much lesser extent, the Committee on the Elimination of Discrimination against Women, require states to eradicate harmful stereotypes and prejudice about people with disabilities in various forms of interpersonal relationships. This trend is also reflected, to a certain extent, in the jurisprudence of the European Court of Human Rights. This article assesses the extent to which the aforementioned human rights bodies have elaborated positive obligations requiring states to endeavour to change ‘hearts and minds’ about the inherent capabilities and contributions of people with disabilities. It analyses whether these bodies have struck the right balance in elaborating positive obligations to eliminate prejudice and stereotypes in interpersonal relationships. Furthermore, it highlights the convergences or divergences that are evident in the bodies’ approaches to those obligations.

Since 1 April 2014, young adults aged 18 up to and including 22 years can be sentenced with juvenile sanctions in the Netherlands. This legislation is referred to as ‘adolescent criminal law’ (ACL). An important reason for the special treatment of young adults is their over-representation in crime. The underlying idea of ACL is that some young adult offenders are less mature than others. These young adults may benefit more from pedagogically oriented juvenile sanctions than from the deterrent focus of adult sanctions. Little is known, however, about the characteristics of the young adults sentenced with juvenile sanctions since the implementation of ACL. The aim of this study is to gain insight into the demographic, criminogenic and criminal case characteristics of young adult offenders sentenced with juvenile sanctions in the first year after the implementation of ACL. A cross-sectional study was conducted using a juvenile sanction group and an adult sanction group. Data on 583 criminal cases of young adults, sanctioned from 1 April 2014 up to March 2015, were included. Data were obtained from the Public Prosecution Service, the Dutch Probation Service and Statistics Netherlands. The results showed that characteristics indicating problems across different domains were more prevalent among young adults sentenced with juvenile sanctions. Furthermore, these young adults committed a greater number of serious offences compared with young adults who were sentenced with adult sanctions. The findings of this study provide support for the special treatment of young adult offenders in criminal law as intended by ACL.

In the last decade neuropsychological insights have gained influence with regard to age boundaries in legal procedures, however, in Dutch civil law no such influence can be distinguished. Recently, voices have been raised to improve children’s legal position in civil law: to reflect upon the minimum age limit of twelve years for children to be invited to be heard in court and the need for children to have a stronger procedural position.
In this article, first the current legal position of children in Dutch law and practice will be analysed. Second, development of psychological constructs relevant for family law will be discussed in relation to underlying brain developmental processes and contextual effects. These constructs encompass cognitive capacity, autonomy, stress responsiveness and (peer) pressure.
From the first part it becomes clear that in Dutch family law, there is a tortuous jungle of age limits, exceptions and limitations regarding children’s procedural rights. Until recently, the Dutch government has been reluctant to improve the child’s procedural position in family law. Over the last two years, however, there has been an inclination towards further reflecting on improvements to the child’s procedural rights, which, from a children’s rights perspective, is an important step forward. Relevant neuropsychological insights support improvements for a better realisation of the child’s right to be heard, such as hearing children younger than twelve years of age in civil court proceedings.

As our economies continue to focus on growth, competition and maximisation of consumer choice, the global increase in consumption takes vast environmental and social costs and cause irreversible harm to our climate and environment. The urgency of reducing human footprint and to diminish one of the root causes of a declining climate and environment is irrefutable. In the shift that globally has to take place, a decentralised energy system relying on more distributed generation, energy storage and a more active involvement of consumers form a crucial component of renewable energy solutions. The move from a highly centralised to a more decentralised power system involves an increasing amount of small-scale (intermittent) generation from renewable energy which is located closer to the point of final consumption. In order to steer consumption towards sustainability national governments and supranational organisations have adopted policies and corresponding legislation that address individual consumers as rational and active choice-makers who make socially responsible choices when they receive the ‘right’ amount of information. By relying on insights from modern consumption theories with contributions from sociology, this article questions the effectiveness and legitimacy of these ‘consumer-centred’ policies and laws. First, the article argues that the single focus on individual consumer behaviour as a rational and utility maximising market actor fails to take into account the complexity of consumption, which is fundamentally influenced by social norms and its broader institutional setting. Although consumers are willing to consume more sustainably, they are often ‘locked in by circumstances’ and unable to engage in more sustainable consumption practices even if they want to. Second, by relying on evidence from sociological studies the article argues that individual consumers are not the most salient actors in support of sustainable consumption. Even though the urgency of the energy transition and the critical role consumers play in (un)sustainable energy consumption is acknowledged in both the EU and its Member States, their laws and policies remain grounded on goals of economic growth with competitive economies, the sovereignty of consumer choice and wealth maximisation, instead of aiming at slower economic growth or even degrowth, reducing overall resource use and consumption levels and introducing radically different ways of consumption.
Third, the role of law is underlined as a social institution both as a constraint on the autonomous acts of consumption, dictating the normative frameworks within which the role of consumer is defined, and as a facilitator which consumers might also employ, in order to determine for themselves particular normative parameters within which consumption can occur.
The Netherlands, which serves as a case study in this article, has reached important milestones in its energy transition policy since 2013. Still, it remains strongly focused on economic rationality and market competitiveness. Even though various models of consumer participation exist and local consumer energy initiatives are flourishing and are recognised as key actors in the energy transition, they remain embedded in institutional, structural and behavioural settings where consumers still face challenging sociocultural barriers to sustainable practices.
In light of these legal, political and social complexity of energy transition, the article offers a critical analysis of the current Dutch law in its broader legal context of EU law in order to answer the question what the role of (energy) law is in steering consumers towards sustainable energy consumption.

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.

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.

The global financial crisis of 2008 and the following public uproar over offshore tax evasion and corporate aggressive tax planning scandals gave rise to unprecedented international cooperation on tax information exchange and coordination on corporate tax reforms. At the behest of the G20, the OECD developed a comprehensive package of ‘consensus-based’ policy reform measures aimed to curb base erosion and profit shifting (BEPS) by multinationals and to restore fairness and coherence to the international tax system. The legitimacy of the OECD/G20 BEPS Project, however, has been widely challenged. This paper explores the validity of the legitimacy concerns raised by the various stakeholders regarding the OECD/G20 BEPS Project.

The Global Forum on transparency and exchange of information for tax purposes has undertaken peer reviews on the implementation of the global standard of exchange of information on request, both from the perspective of formalities available and from the perspective of actual implementation. In the review reports Global Forum advises jurisdictions on required amendments of regulations and practices. With these advices, the Global Forum exercises regulatory authority. The article assesses the legitimacy of the exercise of such authority by the Global Forum and concludes that the exercise of such authority is not legitimate for the reason that the rule of law is abused by preventing jurisdictions to adhere to due process rules.

The international tax landscape is changing and it is changing fast. The political perception is that taxation of multinational enterprises is not aligned with the ‘economic activity’ that produces their profits (i.e. not aligned with ‘value creation’). The perception links ‘value creation’ with ‘employees and sales’.
In the BEPS Project of the OECD, the OECD attempts to combat base erosion and profit shifting and to align taxation with value creation. In this article, the authors discuss the impact they expect BEPS to have on tax advisory and tax planning. The focus goes to BEPS Actions 7, 8-10 and 13.
By maintaining the separate entity approach under BEPS for the taxation of multinationals, has the OECD been forced to ‘stretch’ existing rules beyond their limits? Will the created uncertainty lead to a shift from ‘aggressive tax planning’ by multinationals to ‘aggressive tax collection’ by tax administrations? Will the role of tax advisory change from advising on the lowest possible effective tax rate to a broader advice including risk appetite and public expectations?

The aim of this article is to examine the differences in perception of ‘fairness’ between developing and developed countries, which influence developing countries’ willingness to embrace the Base Erosion and Profit Shifting (BEPS) proposals and to recommend as to how to overcome these differences. The article provides an introduction to the background of the OECD’s BEPS initiatives (Action Plan, Low Income Countries Report, Multilateral Framework, Inclusive Framework) and the concerns of developing countries about their ability to implement BEPS (Section 1); a non-exhaustive overview of the shortcomings of the BEPS Project and its Action Plan in respect of developing countries (Section 2); arguments on why developing countries might perceive fairness in relation to corporate income taxes differently from developed countries (Section 3); and recommendations for international organisations, governments and academic researchers on where fairness in respect of developing countries should be more properly addressed (Section 4).

The article takes as its point of departure some of the author’s multidisciplinary projects. Special attention is given to the question of whether the disciplines united in the various research team members already constituted a kind of ‘inter-discipline’, through which a single object was studied. The issue of how the disciplinary orientations of the research team members occasionally clashed, on methodological issues, is also addressed.
The outcomes of these and similar multidisciplinary research projects are followed back into legal practice and academic legal scholarship to uncover whether an incorporation problem indeed exists. Here, special attention will be given to policy recommendations and notably proposals for new legislation. After all, according to Van Dijck et al., the typical role model for legal researchers working from an internal perspective on the law is the legislator.
The author concludes by making a somewhat bold case for reverse incorporation, that is, the need for (traditional) academic legal research to become an integral part of a more encompassing (inter-)discipline, referred to here as ‘conflict management studies’. Key factors that will contribute to the rise of such a broad (inter-)discipline are the changes that currently permeate legal practice (the target audience of traditional legal research) and the changes in the overall financing of academic research itself (with special reference to the Netherlands).

The doctrinal methodology is in a period of change and transition. Realising that the scope of the doctrinal method is too constricting, academic lawyers are becoming eclectic in their use of research method. In this transitional time, legal scholars are increasingly infusing evidence (and methods) from other disciplines into their reasoning to bolster their reform recommendations.
This article considers three examples of the interplay of the discipline of law with other disciplines in the pursuit of law reform. Firstly the article reviews studies on the extent of methodologies and reformist frameworks in PhD research in Australia. Secondly it analyses a ‘snapshot’ of recently published Australian journal articles on criminal law reform. Thirdly, it focuses on the law reform commissions, those independent government committees that play such an important role in law reform in common law jurisdictions.
This examination demonstrates that while the doctrinal core of legal scholarship remains intact, legal scholars are endeavouring to accommodate statistics, comparative perspectives, social science evidence and methods, and theoretical analysis, within the legal research framework, in order to provide additional ballast to the recommendations for reform.