Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

A systemic perspective on bridging the principles-to-practice gap in creating ethical artificial intelligence solutions – a critique of dominant narratives and proposal for a collaborative way forward

Bibliographic Data

ID15736249
AuthorsChristian Herzog (0000-0003-0064-0457, University of Lübeck, corresponding author), S Blank (0000-0002-3853-3254, University of Lübeck)
Year2024
Volume11
Issue1
Publication date2024-11-27
Open AccessYes
TypeARTICLE
VenueJournal of Responsible Innovation (JOURNAL)
Journal identifiersISSN: 2329-9037 • E-ISSN: 2329-9460
PublisherTaylor & Francis (PUBLISHER • GB)
DOI10.1080/23299460.2024.2431350
OpenAlexW4404763823
LanguageEN
Citations received4
References cited67

We critique demands in artificial intelligence and technology development for bridging the so-called principles-to-practice gap that are voiced for instrumental reasons, such as accelerating adoption or creating trust, via clearly actionable ethical rules or via outsourced guidance offered by ethics ‘experts.’ We contend that these views are prone to amount to a simple reconfiguration of technical implementation. We support inclusive and philosophically grounded ethical reflection as key to bridging the gap. However, we acknowledge that this requires assistance, e.g., in the form of platform structures as part of ecosystem governance. Such platforms should facilitate inclusive discourse to disaggregate ethical principles on different levels of abstraction, and contextual framings, as well as support the considerable interdisciplinary work for unpacking them. Translating ethical principles into practice involves indispensable collaborative processes of (self-)reflection, including those with epistemic privilege on the relevant subject matter. We propose that ecosystems should provide the corresponding infrastructure

Bridging (networking · Engineering ethics · Epistemology · Knowledge management · Management science · Narrative · Perspective (graphical · Responsible Research and Innovation · Sociology · Artificial Intelligence in Healthcare and Education · Blockchain Technology Applications and Security · Computer Science · Engineering · Ethics and Social Impacts of AI · Philosophy · Psychology · Artificial Intelligence

  • Categorizing realist, critical, and pragmatist perspectives on innovation ecosystems

    Open Access•Mareike Smolka, Philipp Neudert et al.•Technological Forecasting and…•2026

  • Relational Ethics and Structural Epistemic Injustice of AI in Medicine

    Open Access•Christian Herzog, Jason Branford•Philosophy & Technology•2025

  • Digital ethics by design – a comprehensive evaluation of the design for values approach in practice

    Open Access•Antonia Sattlegger, Joost Alleblas et al.•Journal of Responsible Innovation•2025

  • Toward a code of conduct for technology ethics practitioners

    Open Access•Pieter E Vermaas, Sabine Ammon et al.•Journal of Responsible Innovation•2024

  • Principles for Designing Transdisciplinary Research

    Christian Pohl, Akademien der Wissenschaften Schweiz Staff et al.•Principles for Designing…•2007

  • Ecosystem as Structure

    Open Access•Ron Adner•Journal of Management•2017

  • Principles alone cannot guarantee ethical AI

    Open Access•Brent Mittelstadt•Nature Machine Intelligence•2019

  • Industry Platforms and Ecosystem Innovation

    Open Access•Annabelle Gawer, Michael A Cusumano•Journal of Product Innovation…•2014

  • A review of the ecosystem concept — Towards coherent ecosystem design

    Open Access•Masaharu Tsujimoto, Yuya Kajikawa et al.•Technological Forecasting and…•2018

  • Better, Nicer, Clearer, Fairer

    Open Access•Danyella Greene, Daniel Greene et al.•Proceedings of the Annual Hawaii…•2019

  • Algorithmic injustice

    Open Access•Abeba Birhane•Patterns•2021

  • Towards a theory of ecosystems

    Open Access•Michael G Jacobides, Carmelo Cennamo et al.•Strategic Management Journal•2018

  • High-performance medicine

    Open Access•Eric J Topol•Nature Medicine•2019

  • A Vision of Responsible Research and Innovation

    Open Access•Rene Von Schomberg•Responsible Innovation•2013

  • Trust and Antitrust

    Annette C Baier, Annette Baier•Ethics•1986

  • AI4People—An Ethical Framework for a Good AI Society

    Open Access•Luciano Floridi, Josh Cowls et al.•Minds and Machines•2018

  • Tailoring responsible research and innovation to the translational context

    Open Access•S Blank, Celeste Mason et al.•Ethics and Information Technology•2024

  • Reflections on Putting AI Ethics into Practice

    Open Access•Hannah Bleher, Matthias Braun et al.•Science and Engineering Ethics•2023

  • Attributions of ethical responsibility by Artificial Intelligence practitioners

    Will Orr, Jenny L Davis•Information Communication & Society•2020

  • Towards trustworthy medical AI ecosystems – a proposal for supporting responsible innovation practices in AI-based medical innovation

    Open Access•Christian Herzog, S Blank et al.•AI & Society•2025

  • Operationalising AI ethics

    Open Access•Javier Camacho Ibáñez, Mónica Villas Olmeda•AI & Society•2022

  • AI ethics

    Open Access•Jianlong Zhou, Fang Chen•AI & Society•2023

  • Artificial intelligence ethics has a black box problem

    Open Access•Jean-Christophe Bélisle-Pipon, Erica Monteferrante et al.•AI & Society•2023

  • Translating Principles into Practices of Digital Ethics

    Open Access•Luciano Floridi•Philosophy & Technology•2019

  • The Ethics of AI Ethics. A Constructive Critique

    Open Access•Jan‐Christoph Heilinger•Philosophy & Technology•2022

  • On Good and Evil, the Mistaken Idea That Technology Is Ever Neutral, and the Importance of the Double-Charge Thesis

    Open Access•Luciano Floridi•Philosophy & Technology•2023

  • An RRI for the present moment

    Open Access•Kevin Albertson, Stevienna De Saille et al.•Journal of Responsible Innovation•2021

  • Value-sensitive design

    Open Access•Batya Friedman•interactions•1996

  • The ethics of AI in health care

    Open Access•Jessica Morley, Caio C Vieira Machado et al.•Social Science & Medicine•2020

  • From What to How

    Open Access•Jessica Morley, Luciano Floridi et al.•Science and Engineering Ethics•2019

  • Generative AI

    Open Access•Henrik Skaug Sætra•Technology in Society•2023

  • The philosophical novelty of computer simulation methods

    Open Access•Paul Humphreys•Synthese•2009

  • The ethics of algorithms

    Open Access•Brent Mittelstadt, Brent Daniel Mittelstadt et al.•Big Data & Society•2016

Citations per year2
Citation span2024 - 2026 (3)
Highly citedNo

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae