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)

This study investigates a practice that allows workers based in India to work online on projects for corporations in the United States, representing a new mode of labor integration. In the absence of direct bureaucratic control across continents, the question arises how this rapidly growing labor practice is organized. The riddle of organizational governance is solved through an analysis of software programming schemes, which are presented as the key to organizing globally dispersed labor through data servers. This labor integration through (...) programming code is distinguished from two other systems of organization—bureaucracy and the market—while bringing out the salient features of each system in terms of its ruling principle: bureaucracy (legalrational), the market (price), and algocracy (programming or algorithm). The logic of algocratic systems is explored methodically to analyze global work. (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)