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Towards an "Ethics by Design" Methodology for AI Research Projects

Published: 27 December 2018 Publication History

Abstract

Addressing ethical issues arising from AI research, and by extension from most areas of Data Science, is a core challenge in both the academic and industry worlds. The nature of research and the specific set of technical skills involved imply that AI and Data Science researchers are not equipped to identify and anticipate such issues arising, or to establish solutions at the time a specific research project is being designed. In this paper, we discuss the need for a methodology for ethical research design that involves a broader set of skills from the start of the project. We specifically identify, from the relevant literature, a set of requirements that we argue to be needed for such a methodology. We then explore two case studies where such ethical considerations have been explored in conjunction with the development of specific research projects, in order to validate those assumptions and generalise them into a set of principles guiding an "Ethics by Design" method for conducting AI and Data Science research.

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    cover image ACM Conferences
    AIES '18: Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society
    December 2018
    406 pages
    ISBN:9781450360128
    DOI:10.1145/3278721
    This work is licensed under a Creative Commons Attribution International 4.0 License.

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    New York, NY, United States

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    Published: 27 December 2018

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    Author Tags

    1. ai ethics
    2. data ethics
    3. data science ethics
    4. methodology
    5. privacy by design

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    AIES '18: AAAI/ACM Conference on AI, Ethics, and Society
    February 2 - 3, 2018
    LA, New Orleans, USA

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    AIES '18 Paper Acceptance Rate 61 of 162 submissions, 38%;
    Overall Acceptance Rate 61 of 162 submissions, 38%

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    • (2024)Problem-solving? No, problem-opening! A method to reframe and teach data ethics as a transdisciplinary endeavourBig Data & Society10.1177/2053951724127068711:3Online publication date: 25-Aug-2024
    • (2024)Evaluating the Influence of Artificial Intelligence on Scholarly Research: A Study Focused on AcademicsHuman Behavior and Emerging Technologies10.1155/2024/87137182024(1-13)Online publication date: 29-Apr-2024
    • (2024)AI-GFA: Applied Framework for Producing Responsible Artificial IntelligenceProceedings of the 2024 International Conference on Information Technology for Social Good10.1145/3677525.3678646(93-99)Online publication date: 4-Sep-2024
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    • (2024)Building an Ethics-Focused Action Plan: Roles, Process Moves, and TrajectoriesProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642302(1-17)Online publication date: 11-May-2024
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    • (2024)Designing Ethical A.I. Under the Current Socio-Economic Milieu: Philosophical, Political and Economic Challenges of Ethics by Design for A.I.Philosophy & Technology10.1007/s13347-024-00766-437:3Online publication date: 4-Jul-2024
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