Many writers claim that democratic government rests on a principled commitment to the ideal of political equality. The ideal of political equality holds that political institutions ought to be arranged so that they distribute political standing equally to all citizens. I reject this common view. I argue that the ideal of political equality, under its most plausible characterizations, lacks independent justificatory force. By casting doubt on the ideal of political equality, I provide indirect support for the claim that democratic government (...) is only instrumentally justified. (shrink)

This essay seeks to provide a justification for the ‘egalitarian authority claim’, according to which citizens of democratic states have a moral duty to obey (at least some) democratically made laws because they are the outcome of an egalitarian procedure. It begins by considering two prominent arguments that link democratic authority to a concern for equality. Both are ultimately unsuccessful; but their failures are instructive, and help identify the conditions that a plausible defense of the egalitarian authority claim must meet. (...) The first argument (discussed in Section II, after Section I clarifies what authority and democracy are taken to consist in) appeals to the simple idea that fairness disallows granting ourselves special privileges that we deny to others; and it suggests that fairness thus requires obeying democratic decisions rather than acting on our own judgment of the right policy. I show that this argument fails; and its failure indicates that we must invoke a less formal, more substantive understanding of equality to justify democratic authority. The second argument, recently suggested by Thomas Christiano, does just that. Democratic authority is, on this account, not justified by the formal demand for equal treatment but by the distinctive value of showing public equal respect to our fellow citizens. Such public equal respect requires treating as authoritative the democratic decisions in which citizens had an equal say. This argument does not, however, succeed in its goal either. While it plausibly establishes the value of democratic institutions, it does not provide grounds for a duty to obey democratic decisions (Section III). This essay thus develops an alternative argument, according to which egalitarian procedures have authority because, by obeying them, we can avoid acting on certain considerations that must be excluded from our intrinsically valuable egalitarian relationships. The authority of democratic decisions rests on the egalitarian fact that none of us has more of a say than any other, not on the further fact (crucial to the previous argument) that each of us has a positive say (Sections IV and V). The argument in turn helps us understand the limits of democratic authority: it is constrained not only by a demand for equality, and by considerations of justice, but also by a requirement of mutual concern without which our egalitarian relationships lack their distinctive value (Section VI). (shrink)

The potential for biases being built into algorithms has been known for some time, yet literature has only recently demonstrated the ways algorithmic profiling can result in social sorting and harm marginalised groups. We contend that with increased algorithmic complexity, biases will become more sophisticated and difficult to identify, control for, or contest. Our argument has four steps: first, we show how harnessing algorithms means that data gathered at a particular place and time relating to specific persons, can be used (...) to build group models applied in different contexts to different persons. Thus, privacy and data protection rights, with their focus on individuals, do not protect from the discriminatory potential of algorithmic profiling. Second, we explore the idea that anti-discrimination regulation may be more promising, but acknowledge limitations. Third, we argue that in order to harness anti-discrimination regulation, it needs to confront emergent forms of discrimination or risk creating new invisibilities, including invisibility from existing safeguards. Finally, we outline suggestions to address emergent forms of discrimination and exclusionary invisibilities via intersectional and post-colonial analysis. (shrink)

The increasing use of Artificial Intelligence for making decisions in public affairs has sparked a lively debate on the benefits and potential harms of self-learning technologies, ranging from the hopes of fully informed and objectively taken decisions to fear for the destruction of mankind. To prevent the negative outcomes and to achieve accountable systems, many have argued that we need to open up the “black box” of AI decision-making and make it more transparent. Whereas this debate has primarily focused on (...) how transparency can secure high-quality, fair, and reliable decisions, far less attention has been devoted to the role of transparency when it comes to how the general public come to perceive AI decision-making as legitimate and worthy of acceptance. Since relying on coercion is not only normatively problematic but also costly and highly inefficient, perceived legitimacy is fundamental to the democratic system. This paper discusses how transparency in and about AI decision-making can affect the public’s perception of the legitimacy of decisions and decision-makers and produce a framework for analyzing these questions. We argue that a limited form of transparency that focuses on providing justifications for decisions has the potential to provide sufficient ground for perceived legitimacy without producing the harms full transparency would bring. (shrink)

Algorithms, once obscure objects of technical art, have lately been subject to considerable popular and scholarly scrutiny. What does it mean to adopt the algorithm as an object of analytic attention? What is in view, and out of view, when we focus on the algorithm? Using Niklaus Wirth's 1975 formulation that “algorithms + data structures = programs” as a launching-off point, this paper examines how an algorithmic lens shapes the way in which we might inquire into contemporary digital culture.

This article considers the issue of opacity as a problem for socially consequential mechanisms of classification and ranking, such as spam filters, credit card fraud detection, search engines, news trends, market segmentation and advertising, insurance or loan qualification, and credit scoring. These mechanisms of classification all frequently rely on computational algorithms, and in many cases on machine learning algorithms to do this work. In this article, I draw a distinction between three forms of opacity: opacity as intentional corporate or state (...) secrecy, opacity as technical illiteracy, and an opacity that arises from the characteristics of machine learning algorithms and the scale required to apply them usefully. The analysis in this article gets inside the algorithms themselves. I cite existing literatures in computer science, known industry practices, and do some testing and manipulation of code as a form of lightweight code audit. I argue that recognizing the distinct forms of opacity that may be coming into play in a given application is a key to determining which of a variety of technical and non-technical solutions could help to prevent harm. (shrink)

Political legitimacy is a virtue of political institutions and of the decisions—about laws, policies, and candidates for political office—made within them. This entry will survey the main answers that have been given to the following questions. First, how should legitimacy be defined? Is it primarily a descriptive or a normative concept? If legitimacy is understood normatively, what does it entail? Some associate legitimacy with the justification of coercive power and with the creation of political authority. Others associate it with the (...) justification, or at least the sanctioning, of existing political authority. Authority stands for a right to rule—a right to issue commands and, possibly, to enforce these commands using coercive power. An additional question is whether legitimate political authority is understood to entail political obligations or not. Most people probably think it does. But some think that the moral obligation to obey political authority can be separated from an account of legitimate authority, or at least that such obligations arise only if further conditions hold. (shrink)

Today the question of the moral foundations of democracy is more important then ever. In this book the author helps to explain when and why democracy is important and also gives us guidance as to how democracies ought to be shaped.

This book addresses these three issues: What is discrimination?; What makes it wrong?; What should be done about wrongful discrimination? It argues: that there are different concepts of discrimination; that discrimination is not always morally wrong and that when it is, it is so primarily because of its harmful effects.

This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would (...) be helpful though not essential as the book includes a self-contained introduction to basic probability theory. (shrink)

Democracy is not naturally plausible. Why turn such important matters over to masses of people who have no expertise? Many theories of democracy answer by appealing to the intrinsic value of democratic procedure, leaving aside whether it makes good decisions. In Democratic Authority, David Estlund offers a groundbreaking alternative based on the idea that democratic authority and legitimacy must depend partly on democracy's tendency to make good decisions.Just as with verdicts in jury trials, Estlund argues, the authority and legitimacy of (...) a political decision does not depend on the particular decision being good or correct. But the "epistemic value" of the procedure--the degree to which it can generally be accepted as tending toward a good decision--is nevertheless crucial. Yet if good decisions were all that mattered, one might wonder why those who know best shouldn't simply rule.Estlund's theory--which he calls "epistemic proceduralism"--avoids epistocracy, or the rule of those who know. He argues that while some few people probably do know best, this can be used in political justification only if their expertise is acceptable from all reasonable points of view. If we seek the best epistemic arrangement in this respect, it will be recognizably democratic--with laws and policies actually authorized by the people subject to them. (shrink)

Christopher Hood: Transparency in Historical Perspective David Heald: Varieties of Transparency Patrick Birkinshaw: Transparency as a Human Right David Heald: Transparency as an Instrumental Value Onora O'Neill: Transparency and the Ethics of Communication Andrea Prat: The More Closely We Are Watched, the Better We Behave? Alasdair Roberts: Dashed Expectations: Governmental Adaptation to Transparency Rules Andrew McDonald: What Hope Freedom of Information in th UK James Savage: Member State Bedgetary Transparency in the Economic and Monetary Union David Stasavage: Does Transparency Make (...) a Difference? The Example of European Council of Ministers Jean Camp: Varieties of Software and their Implications for Effective Democratic Government Helen Margetts: Transparency and Digital Government Christopher Hood: Conclusion. (shrink)