Discusses ethical questions raised by the life cycle of clothing, including those related to labor (e.g. sweatshops) and those related to the environmental impact of clothing production and disposal.

Building an effective recommender system requires more than just a strong model; it involves addressing a range of complex technical issues that contribute to the overall performance. This chapter explores recommender systems from seven distinct angles, covering feature selection, retrieval layer strategies, real-time performance optimization, scenario-based objective selection, model structure improvements based on user intent, the cold start problem, and the “exploration vs. exploitation” challenge. By understanding these critical aspects, machine learning engineers can develop robust recommender systems with comprehensive capabilities.

This chapter lays out one way through the argument of Capital Volume 1, with the intention of showing that we have now fully entered the realm of the actualization of philosophy. Marx does not impose any preordained dialectical schema or procedure, but shows in detail how the exploitation of workers that commodity production under capitalism requires leads to the expropriation of the expropriators, and thereby to communism. In doing so, he performs the critique of political economy, not as the critique of some field of study, but through the concrete demonstration of how things function, and thereby how they are to function.

This chapter explores what we know about violence against young people with cognitive disability. It looks at what can make it more likely that young people with cognitive disability are abused. It’s hard to really know how many young people with cognitive disability have experienced violence. Young people with cognitive disability can be harmed by workers, family, or friends who are meant to help them. Abuse can happen in many places. Services and society need to learn how to keep young people with cognitive disability safe. We need to make sure young people can make decisions for themselves.

This chapter discusses the interface of artificial intelligence (AI) and intellectual property (IP) law. It focuses on the protection of AI technology, the contentious qualification of AI systems as authors and/or inventors, and the question of ownership of AI-assisted and AI-generated output. The chapter also treats a number of miscellaneous topics, including the question of liability for IP infringement that takes place by or through the intervention of an AI system. More generally, it notes the ambivalent relationship between AI and the IP community, which appears to drift between apparent enthusiasm for the use of AI in IP practice and a clear hesitancy toward catering for additional incentive creation in the AI sphere by amending existing IP laws.

Young people with cognitive disability, families, and practitioners reported many acts of violence against young people. The violence included physical abuse, sexual assault/abuse, neglect, exploitation, emotional and psychological abuse, and domestic and family violence. Young people were abused by other young people with disability, family members, partners, practitioners, and services. Young people in this book found the strength to speak up and tell their stories of violence.

Becoming an adult involved lots of changes and challenges for young people with cognitive disability. Many services, and sometimes families, judged young people badly because they had a cognitive disability. Young people needed help to be independent, but this wasn’t always given to them. Some young people were lonely and found so-called friends who abused them. Aboriginal and/or Torres Strait Islander young people and young people from culturally and linguistically diverse backgrounds needed others to understand and respect their culture. LQBTIQA+ young people wanted love and acceptance as they became adults.

The difference in the relative bargaining power of musicians and their corporate partners not only has consequences for the negotiation and formation phase of the contract, but also for its performance, consisting of the exploitation of protected content and the ensuing remuneration. Unfair situations may arise in both respects. This chapter analyses to what extent the legal framework intervenes – and should intervene. First, it reviews exploitation obligations, both in terms of the existence and scope of a duty to exploit and the possible limitations to the content of exploitation activities. Subsequently, the requirement of ‘fair’ remuneration, the available tools for ex post contract adjustment and legislative measures seeking to enhance transparency in the music value chain are scrutinised. The chapter then moves on the performance stage of contracts in secondary relationships, before making a case for a harmonised residual remuneration right for digital exploitation, and concluding.

This chapter illustrates how the United Kingdom’s distinctive understanding of sovereignty combined with New Labour’s vision of the United Kingdom’s place in the global economy to shape the government’s approach to human trafficking. Targeting trafficking for sexual exploitation, the government cracked down on migrant sex workers and domestic prostitution. It also associated labour trafficking with illegal working and cast society as a victim of exploitation along with individuals who had been trafficked. The chapter describes New Labour’s selective acceptance of European Union and Council of Europe antitrafficking instruments; it adopted those instruments that reinforced the United Kingdom’s borders while avoiding those that gave rights to victims of trafficking. By equating its action plan for tackling human trafficking with the abolition of the slave trade, the government elevated its antitrafficking policies to a moral crusade.

This chapter brings together the research findings and answers the main research question, namely how the legal framework can contribute to a achieving a fair(er) balance between the interests of musicians and their main corporate partners. It summarises the potential bottom-up initiatives, as well as the possible regulatory action identified throughout the book.

The European Union adopted region-wide binding legal norms and a multifaceted legal approach to human trafficking. This chapter explains that the EU has competence (legal authority or jurisdiction) over human trafficking because trafficking is seen as a crime that moves across borders. By contrast, the EU needs another source of competence to tackle forced labour in supply chains. These different sources of competence over different drivers of unfree labour resulted in a proliferation of gendered governance strategies. Pushed by the Council of Europe’s Convention on Action against Trafficking in Human Beings, the EU incorporated the rights of trafficking victims. The chapter illustrates how victim’s rights were subsumed under the EU’s primary goal of hardening Member States’ borders against undesirable outsiders, exemplified by migrant sex workers. The EU also promoted a corporate sustainability due-diligence directive and a product ban targeting unfree labour in supply chains, thereby extending EU values beyond Member States’ borders.

This chapter argues that it is ethical to buy sweatshop products. It explains why arguments to the contrary made in the business ethics literature fail, why sweatshops are not wrongfully exploitative, and why it is better to benefit workers a little bit rather than not at all. It also considers how background injustices impact the ethics of sweatshop employment, and finally reviews issues of worker autonomy and goals other than the welfare of sweatshop workers.

Well documented in the lives of people with intellectual disability are greatly increased occurrences of adverse life events, exposure to abuse (emotional, physical, sexual), neglect, exploitation, victimisation, and hate crimes, in contrast to the general population. Shockingly, abuse has been reported in developmental service systems at even higher rates and in specialist treatment units such as Winterbourne View and Whorlton Hall. People with intellectual disability also experience trauma associated with physical restraint to manage behaviours that challenge services, negative consequences of psychotropic medication, greater exposure to painful medical procedures consequent to health issues, particularly in early and late stages of life and greater than typical discontinuities in care related to hospital admissions, respite, and staff turnover in group and institutional living. The evidence to support medication treatment in post-traumatic stress disorder is reviewed.

Corporations and other powerful contemporary institutions take decisions that increasingly impact the possibilities for well-being not only of those who work or live within them and are governed by them but also of distant people who are deeply affected by their functioning. This democratic deficit raises the question of whether the workers and others who are so affected should have a say in the policies that set the basic conditions for their own livelihoods and flourishing. This chapter sketches an understanding of the scope of the All-Affected Principle, taking it as an important addition to the “common activities” principle that requires democratic rights for the members of an institution or community. It proposes that both principles require democratic management (or “workplace democracy”) within firms, and suggests that the All-Affected Principle is especially apt for addressing the exogenous effects of decisions on people beyond the firm, or on distant people impacted by the institutions of global governance. The chapter goes on to consider applications of the All-Affected Principle for other labor rights under capitalism, including the right to form unions, support for care work, and for the unemployed.

The decades since the Second World War have seen dramatic shifts in the approved varieties of sexual experience in liberal democracies. Sexuality, once regarded as an intensely private matter, is now on display everywhere, on large and small screens. Effective contraception has made what was once primarily a procreative act into a form of recreation, available to both heterosexual and same-sex couples. From being regarded as a privilege of marriage in the 1950s, today access to sex might be regarded as a right. An extreme form of this belief might be seen in the “Incel” movement. Cohesive community ideals about sexuality within marriage disintegrated in the post-war world responding to growing demands to respect a diversity of individual desires. Democracies which hold to faith traditions promote a more traditional view of sex as contained within marriage. The promotion of a responsible sex life has become part of the commitment of many secular liberal democracies to ensure the health and welfare of citizens, particularly in light of AIDS and HPV. Countries have put laws in place to protect citizens from sexual abuse. The global nature of the digital realm, however, makes sexually exploitative visual material difficult to police.