First- and Second-Level Bias in Automated Decision-makingPhilosophy & Technology - Tập 35 Số 2 - Trang 1-20 - 2022
Franke, Ulrik
Recent advances in artificial intelligence offer many beneficial prospects. However, concerns have been raised about the opacity of decisions made by these systems, some of which have turned out to be biased in various ways. This article makes a contribution to a growing body of literature on how to make systems for automated decision-making more transparent, explainable, and fair by drawing attention to and further elaborating a distinction first made by Nozick (1993) between first-level bias in the application of standards and second-level bias in the choice of standards, as well as a second distinction between discrimination and arbitrariness. Applying the typology developed, a number of illuminating observations are made. First, it is observed that some reported bias in automated decision-making is first-level arbitrariness, which can be alleviated by explainability techniques. However, such techniques have only a limited potential to alleviate first-level discrimination. Second, it is argued that second-level arbitrariness is probably quite common in automated decision-making. In contrast to first-level arbitrariness, however, second-level arbitrariness is not straightforward to detect automatically. Third, the prospects for alleviating arbitrariness are discussed. It is argued that detecting and alleviating second-level arbitrariness is a profound problem because there are many contrasting and sometimes conflicting standards from which to choose, and even when we make intentional efforts to choose standards for good reasons, some second-level arbitrariness remains.
Solidarity as an Empirical-Ethical Framework for the Analysis of Contact Tracing Apps — a Novel ApproachPhilosophy & Technology - Tập 36 Số 3 - 2023
Joschka Haltaufderheide, Dennis Krämer, Isabella D’Angelo, Elisabeth Brachem, Jochen Vollmann
AbstractDigital contact tracing is used in different countries to help contain the COVID-19 pandemic. It raises challenging empirical and ethical questions due to its complexity and widespread effects calling for a broader approach in ethical evaluation. However, existing approaches often fail to include all relevant value perspectives or lack reference to empirical data on the artifact in question. In this paper, we describe the development of an interdisciplinary framework to analyze digital contact tracing from an empirical and ethical perspective. Starting with an analysis of methodological tensions in the attempt to analyze digital contact tracing, we, firstly, set out three methodological premises regarding (a) a specific view of technology, (b) a fruitful normative perspective, and (c) ways to gather empirical knowledge about the object under investigation. Secondly, we inspect consequences of these premises to develop our research methodology. In doing so, we argue for a postphenomenological perspective on technology, solidarity as an important concept to guide the ethical perspective, and an empirical approach based on qualitative social science research and the concept of affordances. We illustrate these considerations by referring to our analysis of the German Corona-Warn-App as an instance of contact tracing based on the Exposure Notification Framework by Google and Apple. We then discuss the implications of using such a framework, including considerations concerning future developments of technologies similar to or inspired by the current concepts of contact tracing.
How to Handle Armed Conflict Data in a Real-World Scenario?Philosophy & Technology - Tập 34 - Trang 111-123 - 2020
Anusua Trivedi, Kate Keator, Michael Scholtens, Brandon Haigood, Rahul Dodhia, Juan Lavista Ferres, Ria Sankar, Avirishu Verma
Conflict resolution practitioners consistently struggle with access to structured armed conflict data, a dataset already rife with uncertainty, inconsistency, and politicization. Due to the lack of a standardized approach to collating conflict data, publicly available armed conflict datasets often require manipulation depending upon the needs of end users. Transformation of armed conflict data tends to be a manual, time-consuming task that nonprofits with limited budgets struggle to keep up with. In this paper, we explore the use of a deep natural language processing (NLP) model to aid the transformation of armed conflict data for conflict analysis. Our model drastically reduces the time spent on manual data transformations and improves armed conflict event classification by identifying multiple incidence types. This minimizes the human supervision cost and allows nonprofits to access a broader range of conflict data sources to reduce reporting bias. Thus, our model contributes to the incorporation of technology in the peace building and conflict resolution sector.
Disembodied Communication and Religious Experience: The Online ModelPhilosophy & Technology - Tập 25 - Trang 381-397 - 2011
David S. Oderberg
The idea of disembodied communication has received widespread discussion in the context of the various kinds of online interaction. Electronic mail is probably the purest form of text-based communication where interlocutors are present in mind rather than body. I argue that this online model provides a way of understanding and defending the possibility of a certain kind of public religious experience, contra the many critics of the very coherence of genuine religious experience. I introduce the concept of ‘telic possibility’, a specific kind of modality, applying it to e-mail. I argue that we can reasonably move from the telic possibility of disembodied communication in mundane e-mail exchanges to the epistemic possibility of communication from a divine being in cases where the content of the messages is sufficiently extraordinary.
Technology as Driver for Morally Motivated Conceptual EngineeringPhilosophy & Technology - - 2022
Herman Veluwenkamp, Marianna Capasso, Jonne Maas, Lavinia Marin
AbstractNew technologies are the source of uncertainties about the applicability of moral and morally connotated concepts. These uncertainties sometimes call for conceptual engineering, but it is not often recognized when this is the case. We take this to be a missed opportunity, as a recognition that different researchers are working on the same kind of project can help solve methodological questions that one is likely to encounter. In this paper, we present three case studies where philosophers of technology implicitly engage in conceptual engineering (without naming it as such). We subsequently reflect on the case studies to find out how these illustrate conceptual engineering as an appropriate method to deal with pressing concerns in the philosophy of technology. We have two main goals. We first want to contribute to the literature on conceptual engineering by presenting concrete examples of conceptual engineering in the philosophy of technology. This is especially relevant, because the technologies that are designed based on the conceptual work done by philosophers of technology potentially have crucial moral and social implications. Secondly, we want to make explicit what choices are made when doing this conceptual work. Making explicit that some of the implicit assumptions are, in fact, debated in the literature allows for reflection on these questions. Ultimately, our hope is that conscious reflection leads to an improvement of the conceptual work done.
Fuller Defenses and Partial Critiques: a Discussion of “Ectogestation and the Problem of Abortion”Philosophy & Technology - Tập 34 Số 4 - Trang 1937-1939 - 2021
Kaczor, Christopher
In this commentary, I discuss Christopher Stratman’s article, “Ecotogenesis and the Problem of Abortion.” First, I try to offer some better defenses of assertions that Stratman makes. Next, I question Stratman’s supposition that “there is no morally relevant difference between a fetus and a cryopreserved embryo.” Finally, I challenge the claim that immoral actions cannot give rise to rights.
Ethics of Quantum Computing: an OutlinePhilosophy & Technology - Tập 36 - Trang 1-21 - 2023
Luca M. Possati
This paper intends to contribute to the emerging literature on the ethical problems posed by quantum computing and quantum technologies in general. The key ethical questions are as follows: Does quantum computing pose new ethical problems, or are those raised by quantum computing just a different version of the same ethical problems raised by other technologies, such as nanotechnologies, nuclear plants, or cloud computing? In other words, what is new in quantum computing from an ethical point of view? The paper aims to answer these two questions by (a) developing an analysis of the existing literature on the ethical and social aspects of quantum computing and (b) identifying and analyzing the main ethical problems posed by quantum computing. The conclusion is that quantum computing poses completely new ethical issues that require new conceptual tools and methods.
