From computer ethics and the ethics of AI towards an ethics of digital ecosystems
Open accessAbstract
Ethical, social and human rights aspects of computing technologies have been discussed since the inception of these technologies. In the 1980s, this led to the development of a discourse often referred to as computer ethics. More recently, since the middle of the 2010s, a highly visible discourse on the ethics of artificial intelligence (AI) has developed. This paper discusses the relationship between these two discourses and compares their scopes, the topics and issues they cover, their theoretical basis and reference disciplines, the solutions and mitigations options they propose and their societal impact. The paper argues that an understanding of the similarities and differences of the discourses can benefit the respective discourses individually. More importantly, by reviewing them, one can draw conclusions about relevant features of the next discourse, the one we can reasonably expect to follow after the ethics of AI. The paper suggests that instead of focusing on a technical artefact such as computers or AI, one should focus on the fact that ethical and related issues arise in the context of socio-technical systems. Drawing on the metaphor of ecosystems which is widely applied to digital technologies, it suggests preparing for a discussion of the ethics of digital ecosystems. Such a discussion can build on and benefit from a more detailed understanding of its predecessors in computer ethics and the ethics of AI.
AI snapshot
Written from the paper’s full text.
TL;DR
The paper compares computer ethics and the ethics of AI as related but distinguishable discourses, finding continuity in topics but differences in scope, theoretical basis, proposed solutions, and societal impact. It argues that the next discourse should move beyond technology-specific artefacts toward an ethics of digital (innovation) ecosystems.
Key findings
- The two discourses differ in scope, topics/issues, theoretical basis and reference disciplines, solutions/mitigations, and importance/impact; AI ethics is more visible in policy, industry, and media and more focused on law and regulation, while computer ethics is largely academic.
- There is substantial continuity: computer ethics topics such as privacy, data protection, security, intellectual property, and societal consequences persist in AI ethics, alongside newer AI-specific concerns about opacity, bias, discrimination, transparency, accountability, reliability, and safety.
- A shared weakness is the focus on a particular technology or artefact—computers or AI—whereas ethical issues arise in socio-technical systems; the paper proposes an “ethics of digital ecosystems” drawing on innovation ecosystem research.
- The paper dates computer ethics to the 1980s and the highly visible AI ethics discourse to the mid-2010s, noting that the term AI was coined in 1956 and that Johnson’s first computer ethics textbook appeared in 1985.
Methods
- Literature review comparing two bodies of literature: computer ethics and the ethics of AI, using defining publications, review articles, edited volumes, conference work, and policy/media contributions.
- Comparison organized around scope/technology features, topics/issues, theoretical basis/reference disciplines, solutions/mitigation, and importance/impact.
- Conceptual and argumentative paper; no empirical data collection or quantitative analysis is reported.
Limitations
- The paper states that the distinction between computer ethics and the ethics of AI is not clear-cut, terminology is ambiguous, and the demarcation is fuzzy, with many contributions fitting both or neither discourse.
- The paper states that exact insights depend on the observer’s prior knowledge, that the proposed shift is not a panacea, that systems-based approaches raise questions of individual agency and the locus of ethics, and that “innovation ecosystems” is an umbrella term requiring more empirical attention.
- Evident from the text: the literature selection is illustrative rather than exhaustive, no systematic review protocol or bibliometric analysis is described, and the proposed ethics of digital ecosystems is not empirically validated.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 34 cited sources checked · 0 supported · 0 flagged
- Findingcitation
The ethics of AI discourse displays an undeniable focus on principle-based ethical guidelines.
“The ethics of AI discourse also uses a rich array of ethical theories [82], but it displays an undeniable focus on principle-based ethical guidelines [72].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [72] Jobin, A., Ienca, M., Vayena, E.: The global landscape of AI ethics guidelines. Nature Machine Intelligence 1(9), 389–399 (2019). https://doi.org/10.1038/s42256-019-0088-2 source
Not checked in the free run.
- Findingcitation
One proposal heavily in computer ethics but less visible in AI ethics is professionalism.
“One proposal that figured heavily in the computer ethics discourse that is less visible in the ethics of AI is that of professionalism.[8,30,74].”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [8] Albrecht, B., Christensen, K., Dasigi, V., Huggins, J., Paul, J.: The Pledge of the computing professional: recognizing and promoting ethics in the computing professions. SIGCAS Comput. Soc. 42(1), 6–8 (2012). https://doi.org/10.1145/2422512.2422513 source
Not checked in the free run.
- cites [30] Bynum, T. W., & Rogerson, S.: Computer ethics and professional responsibility: introductory text and readings. WileyBlackwell (2003)
Not checked in the free run.
- cites [74] Johnson, D.G.: Computing ethics Computer experts: Guns-for-hire or professionals? Commun. ACM 51(10), 24–26 (2008) source
Not checked in the free run.
- Findingnone given
The attention paid to AI by legislators is much higher than it ever was to computers in general.
“However, the attention paid to AI by legislators is much higher than it ever was to computers in general.”
Quote in the paperNot a substantial claim - Findingcitation
The affordances of technologies can play out differently in different environments.
“This is not to suggest that technologies are value neutral, but that the affordances that they possess [59,100] can play out differently in different environments.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [59] Gibson, J. J.: The theory of affordances. In R. E. Shaw & J. D. Bransford (Eds.), Perceiving, acting and knowing (pp. 67–82). Lawrence Erlbaum Associates (1977)
Not checked in the free run.
- cites [100] Norman, D.A.: Affordance, conventions, and design. Interactions 6(3), 38–43 (1999). https://doi.org/10.1145/301153.301168 source
Not checked in the free run.
- Findingreasoning
One weakness shared by computer ethics and the ethics of AI is their apparent focus on a particular piece of technology.
“One weakness that both computer ethics and the ethics of AI share is their apparent focus on a particular piece of technology.”
Quote in the paperSubstantial claim
- Findingreasoning
The ethics of AI debate is much more visible and impactful than computer ethics in legislation and regulation.
“One area where the ethics of AI debate appears to be much more visible and impactful than computer ethics is that of legislation and regulation.”
Quote in the paperNot a substantial claim - Findingcitation
The computer ethics debate does not share the unquestioned assumption of the importance of its subject matter.
“The computer ethics debate does not share this unquestioned assumption of the importance of its subject matter.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Computer ethics and the ethics of AI can be read as two related but distinct discourses.
“So far, this article has suggested that computer ethics and the ethics of AI can be read as two related, but distinct discourses”
- Also stated in: § 2 Computer ethics and the ethics of AI · hedged
“This paper therefore does not propose any categorical difference between computer ethics and the ethics of AI but simply suggests that it is an empirical phenomenon that these two discourses differ to some degree.”
Quote in the paperSubstantial claim- The authors state this as an assumption: One can reasonably and transparently distinguish between the discourses on computer ethics and the ethics of AI.
- Also stated in: § 2 Computer ethics and the ethics of AI · hedged
- Interpretationreasoning
The changing emphasis from 'computer ethics' to 'information ethics' may be explained by the problem of delimiting the scope of computer ethics in light of rapid development of computing technologies.
“This may explain the changing emphasis from the term”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [29] Bynum, T. W.: Computer and Information Ethics. In E. N. Zalta (Ed.), The Stanford Encyclopedia of Philosophy. https://plato.stanford.edu/archives/win2015/entries/ethics-computer (2018)
Not checked in the free run.
- Premisecitation
The ethics of AI is explicitly dealt with by numerous policy proposals.
“This is very different for the ethics of AI, which is not just a thriving topic of academic debate, but which is explicitly dealt with by numerous policy proposals [104].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [104] Rodrigues, R.: Legal and human rights issues of AI: Gaps, challenges and vulnerabilities. Journal of Responsible Technology 4, 100005 (2020). https://doi.org/10.1016/j.jrt.2020.100005 source
Not checked in the free run.
- Premisecitation
There are several published accounts that review and classify the computer ethics discourse.
“An important starting point for the delimitation of the computer ethics discourse is the fact that there are several published accounts that review and classify this discourse.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [27][28][29]
Not checked in the free run.
- cites [117] Tavani, H.T.: The uniqueness debate in computer ethics: What exactly is at issue, and why does it matter? Ethics and Inf. Technol. 4(1), 37–54 (2002) source
Not checked in the free run.
- Premisenone given
Computer ethics terminology has never been included in a public policy discourse.
“While many of the topics of interest to computer ethics, such as privacy, data protection or intellectual property, have raised societal and, thus, political interests, this has never led to the inclusion of computer ethics terminology into a public policy discourse.”
Quote in the paperNot a substantial claim - Premisecitation
The principle-based approach is dominant in biomedical ethics.
“This approach is dominant in biomedical ethics [37] and its adoption by the ethics of AI discourse may be explained by the well-established biomedical ethics procedures which promise practical ways of dealing with ethical issues, as well as an increasing interest of the biomedical ethics community in computing and AI technologies.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [37] Childress, J.F., Beauchamp, T.L.: Principles of biomedical ethics. Oxford University Press (1979)
Not checked in the free run.
- Interpretationnone given
An analysis of computer ethics and the ethics of AI allows for the identification of aspects of the discourse that remain constant and are independent from specific technologies.
“A key contribution of the paper is the argument that an analysis of computer ethics and the ethics of AI allows for the identification of those aspects of the discourse that remain constant and are independent from specific technologies.”
Quote in the paperNot a substantial claim - Premisecitation
A body of research has developed since the mid-1990s that uses the concept of an ecosystem to describe how technologies are used in the economic system.
“From a scholarly perspective, it is interesting to observe that a body of research has developed since the mid-1990s that uses the concept of an ecosystem to describe how technologies are used in the economic system [5,61,95].”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [5] Adner, R.: Match your innovation strategy to your innovation ecosystem. Harv. Bus. Rev. 84(4), 98–107 (2006)
Not checked in the free run.
- cites [61] Gomes, L. A. de V., Facin, A. L. F., Salerno, M. S., & Ikenami, R. K.: Unpacking the innovation ecosystem construct: Evolution, gaps and trends. Technological Forecasting and Social Change, 136, 30–48 (2018). https://doi.org/10.1016/j.techfore.2016.11.009 source
Not checked in the free run.
- cites [95] Moore, J.F.: Predators and prey: A new ecology of competition. Harv. Bus. Rev. 71(3), 75–86 (1993)
Not checked in the free run.
- Premisecitation
The metaphor of ecosystems to describe AI and its broader social and ethical consequences has already been employed widely by scholars and policymakers.
“The metaphor of ecosystems to describe AI and its broader social and ethical consequences has already been employed widely by scholars [53] as well as policymakers.”
- Also stated in: § 3 Towards an ethics of digital ecosystems · plain
“The European Commission, for example, in its White Paper (European [49] that prepared the proposed Regulation (European [50] framed European AI policy in terms of an ecosystem of excellence and an ecosystem of trust, with the latter representing ethical, social and legal concerns.”
- Also stated in: § 3 Towards an ethics of digital ecosystems · plain
“The OECD [101] similarly proposes the development of a digital ecosystem for AI.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [53] Findlay, M., & Seah, J.: An Ecosystem Approach to Ethical AI and Data Use: Experimental Reflections. 2020 IEEE / ITU International Conference on Artificial Intelligence for Good (AI4G), 192–197 (2020). https://doi.org/10.1109/AI4G50087.2020.9311069 source
Not checked in the free run.
- cites [49] European Commission.: White Paper on Artificial Intelligence: A European approach to excellence and trust (White Paper COM(2020) 65 final). https://ec.europa.eu/info/files/white-paper-artificial-intelligence-european-approach-excellence-and-trust_en (2020)
Not checked in the free run.
- cites [101] OECD.: Recommendation of the Council on Artificial Intelligence [OECD Legal Instruments]. OECD (2019). https://legalinstruments.oecd.org/en/instruments/OECD-LEGAL-0449
Not checked in the free run.
- Also stated in: § 3 Towards an ethics of digital ecosystems · plain
- Classified as probably not a substantial claim. 88
- May combine two claims. 30
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone givenA further significant difference between computer ethics and the ethics of AI is that the latter has a much stronger emphasis on the law.
“A further significant difference between computer ethics and the ethics of AI is that the latter has a much stronger emphasis on the law.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningThe legal emphasis in AI ethics translates into a focus on legislation and regulation as a way of dealing with issues.
“This legal emphasis translates into a focus on legislation and regulation as a way of dealing with these issues, as discussed in the next section.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenSome topics in computer ethics are less visible, have morphed or moved into different discourses.
“At the same time, some topics are less visible, have morphed or moved into different discourses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningSome aspects of ownership of data and computer code have become settled practice, such as content ownership administered through subscription models.
“This discussion has changed deeply with some aspects appearing to be settled practice, such as ownership of content now administered through structures that are based on business models that emerged taking into account the competing views on intellectual property.Netflix, iTunes, etc. employ a distribution service and subscription model that appears to satisfy consumers, producers and intermedi”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
FindingreasoningBoth computer ethics and the ethics of AI are highly interdisciplinary and draw from a range of reference disciplines, with strong influence of philosophy and technical disciplines.
“Both computer ethics and the ethics of AI are highly interdisciplinary and draw from a range of reference disciplines.In both cases there is a strong influence of philosophy, which is not surprising given that ethics is a discipline of philosophy.Similarly, there is a strong presence of contributors from technical disciplines.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningMany issues discussed in the ethics of AI are well-established issues of human rights, such as privacy or avoidance of discrimination and physical harm.
“One aspect of this legal emphasis is the recognition that many of the issues discussed in the ethics of AI are well-established issues of human rights, e.g.privacy or the avoidance of discrimination and physical harm.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationBoth discourses underline the importance of knowledge, learning and education as conditions of successfully navigating ethical questions.
“Both discourses underline the importance of knowledge, learning and education as conditions of successfully navigating ethical questions [20].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [20] Borenstein, J., Howard, A.: Emerging challenges in AI and the need for AI ethics education. AI and Ethics (2020). https://doi.org/10.1007/s43681-020-00002-7 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationOther aspects of ownership remain highly contested, such as the right to benefit from secondary use of process data.
“Other aspects of ownership remain highly contested, such as the right to benefit from secondary use of process data, which underpins what Zuboff [126] calls surveillance capitalism.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [126] Zuboff, P. S.: The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power (01 edition). Profile Books (2019)
Not checked in the free run.
May combine two claims.
FindingcitationThe reliance on principalism is contested within the biomedical community and has been questioned in the AI field, but remains dominant.
“However, it should be noted that this reliance on principalism [39] is contested within the biomedical community [79] and has been questioned in the AI field [67,92], but at present remains dominant.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [79] Klitzman, R.: The Ethics Police?: The Struggle to Make Human Research Safe (1 edition). OUP USA (2015)
Not checked in the free run.
- cites [67] Hickok, M.: Lessons learned from AI ethics principles for future actions. AI and Ethics (2020). https://doi.org/10.1007/s43681-020-00008-1 source
Not checked in the free run.
- cites [92] Mittelstadt, B.: Principles alone cannot guarantee ethical AI. Nature Machine Intelligence, (2019) https://doi.org/10.1038/s42256-019-0114-4 source
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable).
FindingreasoningEthical, social, human rights and other issues never arise from a technology per se, but result from the use of technologies by humans in societal, organisational and other settings.
“Ethical, social, human rights and other issues never arise from a technology per se, however, but result from the use of technologies by humans in societal, organisational and other setting.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationMoor's argument that logical malleability sets computers apart from other artefacts remains a strong argument that also applies to current AI.
“Moor [93] famously proposed that it is the logical malleability, the fact that intended uses are not even foreseen by the designer, that sets computers apart from other artefacts, such as cars or airplanes.This remains a strong argument that also applies to current AI.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [93] Moor, J.H.: What is computer ethics. Metaphilosophy 16(4), 266–275 (1985) source
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
FindingcitationAI is currently a hype and an academic fashion.
“AI is many things, but it is also currently a hype and an academic fashion.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S2 (checkable), S3 (load-bearing), S4 (based).
Findingnone givenThe term 'computer ethics' lost some of its appeal when computing technologies became pervasive and integrated into many other devices.
“The term”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Findingreasoning'AI' as a term is already too broad, covering everything from specific machine learning techniques to fictional artificial general intelligence.
“On the one hand,”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone givenAI is generally described as having unprecedented impact on most aspects of life, and this narrative is broadly accepted across academia, policy and broader societal discourse.
“AI is generally described as having unprecedented impact on most aspects of life which calls for ethical attention.Notwithstanding the accuracy of this narrative, it is broadly accepted across academia, policy and broader societal discourse.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Findingreasoning'AI' as a term is too narrow, excluding many current and emerging technologies that anchor part of its future impact, such as quantum computing, neuromorphic technologies, the Internet of Things, edge computing.
“On the other hand, it is too narrow, given that it excludes many of the current and emerging technologies that anchor part of its future impact, such as quantum computing, neuromorphic technologies, the Internet of Things, edge computing, etc.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Findingnone givenThe ethics of AI can be seen as a continuation of the computer ethics discourse that has attracted new participants and led to a shift of topics, positions and impact.
“The ethics of AI can be seen as a continuation of the computer ethics discourse that has attracted new participants and led to a shift of topics, positions and impact.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingown dataThe analysis of the two discourses has outlined that there are notable differences in terms of scope of the discussion, topics and issues, theoretical basis and reference disciplines, solutions and mitigations and expected impacts.
“The analysis of the two discourses has outlined that there are notable differences in terms of scope of the discussion, topics and issues, theoretical basis and reference disciplines, solutions and mitigations and expected impacts.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningThere is much continuity and overlap between the computer ethics and ethics of AI discourses, and to a significant degree, the ethics of AI discourse is a continuation and extension of the computer ethics discourse.
“However, it has also become clear that there is much continuity and overlap and to a significant degree, the ethics of AI discourse is a continuation and extension of the computer ethics discourse.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
Premisenone givenThe distinction between computer ethics and the ethics of AI is not clear-cut but a matter of degree and emphasis.
“A central challenge for this paper is that the distinction between computer ethics and the ethics of AI is not clear-cut, but rather a matter of degree and emphasis.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: One can reasonably and transparently distinguish between the discourses on computer ethics and the ethics of AI.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenDespite the fuzziness of the demarcation line, a distinction between computer ethics and the ethics of AI is possible to the point where it allows a meaningful comparison.
“However, despite the fuzziness of the demarcation line, this paper submits that a distinction between these discourses is possible to the point where it allows a meaningful comparison.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: One can reasonably and transparently distinguish between the discourses on computer ethics and the ethics of AI.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenThe challenges of delimiting computer ethics are mirrored by the challenge of defining the scope of the ethics of AI.
“The challenges of delimiting computer ethics are mirrored by the challenge of defining the scope of the ethics of AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationNarrow AI aims to fulfil specifically described goals and has been hugely successful in machine learning.
“Narrow AI aims to fulfil specifically described goals.In recent years, it has been hugely successful in the rapidly developing sub-field of machine learning [10]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [10] Babuta, A., Oswald, M., & Janjeva, A.: Artificial Intelligence and UK National Security—Policy Considerations [Occasional Paper]. Royal United Services Institute for Defence and Security Studies. https://rusi.org/sites/default/files/ai_national_security_final_web_version.pdf (2020)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisereasoningBy the 1980s, it was reasonably clear what constituted a computer, so computer ethics spent little time on definitions of underlying technology and focused on ethically problematic characteristics.
“At this time, it was reasonably clear what constituted a computer and the discourse, therefore, spent little time on definitions of underlying technology and instead focused on the ethically problematic characteristics of the technology.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenThe ambitions of the 1956 AI proposal remain largely intact for current AI research, but they do not explain why ethics of AI became pervasive from the mid-2010s.
“These ambitions remain largely intact for current AI research, but they do not explain why ethics of AI became a pervasive discourse from the mid-2010s.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe exact scope of both discourses has varied over time.
“The question of the exact scope of both discourses has been the subject of reflection within the discourse itself and has varied over time.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe rise of narrow AI/machine learning is widely believed to be due to advances in computing power, algorithm development, and availability of large datasets.
“However, it is widely believed that these well-known technologies came to the fore because of advances in computing power, development of algorithms and the availability of large datasets [21,65].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [21] Borges, A.F.S., Laurindo, F.J.B., Spínola, M.M., Gonçalves, R.F., Mattos, C.A.: The strategic use of artificial intelligence in the digital era: Systematic literature review and future research directions Int. J. Inf. Manage. (2020). https://doi.org/10.1016/j.ijinfomgt.2020.102225 source
Not checked in the free run.
- cites [65] Hall, W., & Pesenti, J.: Growing the artificial intelligence industry in the UK. Department for Digital, Culture, Media & Sport and Department for Business, Energy & Industrial Strategy. https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/652097/Growing_the_artificial_intelligence_industry_in_the_UK.pdf (2017)
Not checked in the free run.
May combine two claims.
PremisereasoningTechnical developments such as miniaturisation, networking, smartphones, social media and e-commerce radically changed the landscape, and by the 2000s the description of something as a computer was no longer useful.
“Further miniaturisation of computer chips, progress in networking, the development of the smartphone as well as the arrival of new applications such as social media and electronic commerce radically changed the landscape.At some point in the 2000s, so many consumer devices had integrated computing devices and capabilities that the description of something as a computer was no longer useful.”
Quote in the paperSubstantial claimMay combine two claims.
PremisereasoningComputer ethics is to a large extent an academic topic, whereas the ethics of AI draws much more on contributions from industry, media and policy.
“Where computer ethics is to a large extent an academic topic, the ethics of AI draws much more on contributions from industry, media and policy.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Premisenone givenThe debate on the ethics of AI is more difficult to delineate than the one on computer ethics.
“The debate on the ethics of AI is probably more difficult to delineate than the one on computer ethics.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenAI is a field of research, generally accepted to be a sub-field of computer science, that developed several themes and bodies of theory pointing to different concepts of AI.
“AI is a field of research, generally accepted to be a sub-field of computer science that developed several themes and bodies of theory, which point to different concepts of AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe concept of AI was coined in 1956 in a funding proposal based on the conjecture that every aspect of learning or intelligence can be precisely described so a machine can simulate it.
“The concept of AI was coined in 1956 [88] in a funding proposal that was based on the conjecture that”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [88] McCarthy, J., Minsky, M.L., Rochester, N., Shannon, C.E.: A proposal for the Dartmouth summer research project on artificial intelligence, august 31, 1955. AI Mag. 27(4), 12–12 (2006)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe term ethics is used inconsistently, sometimes referring to philosophical discipline and often covering ad hoc social or legal concerns.
“In addition, the term ethics is used inconsistently.It sometimes refers to ethics as a philosophical discipline with references to ethical theories.However, it often covers ad hoc concerns about particular situations or developments that are perceived as morally problematic.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Premisenone givenThe terminology of computer ethics and the ethics of AI is ambiguous and not used consistently.
“This is exacerbated by the fact that the terminology is ambiguous.”
- Also stated in: § 2.1 Methodology · plain
“Neither of these terms is used consistently.”
Quote in the paperSubstantial claim- Also stated in: § 2.1 Methodology · plain
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenThe topics and issues discussed in computer ethics and the ethics of AI show a high level of consistency, with many computer ethics discussions continued or echoed in AI ethics.
“The topics and issues discussed in computer ethics and the ethics of AI show a high level of consistency.Many of the discussions of computer ethics are continued or echoed in the ethics of AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe breadth of the technical scope has important consequences for possible issues arising from the technology.
“This breadth of the technical scope has important consequences for possible issues arising from the technology, as will be discussed below.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe inclusion of narrow and general AI in the discussion means the technical scope of AI ethics is large, including current machine learning technologies and less determined future technologies.
“Notwithstanding the validity of this interpretation, the inclusion of narrow and general AI in the discussion means that its technical scope is large.It includes well-understood current technologies of machine learning with ethically relevant properties (e.g.need for large datasets, opacity of neural networks) as well as less determined future technologies that would display human-like properties.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningWhile there is high continuity in issues and topics, theoretical positions vary greatly between computer ethics and the ethics of AI.
“While there is a high level of continuity in terms of issues and topics, the theoretical positions vary greatly between computer ethics and the ethics of AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationArtificial general intelligence remains contested as to whether it is achievable and whether it could be done using current technological principles.
“It remains contested whether artificial general intelligence is achievable and, even if so, whether it could be done using current technological principles (i.e.digital computers and Turing machines) [56].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [56] L. Floridi (ed.), The Cambridge Handbook of Information and Computer Ethics. Cambridge University Press (2010) source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenThe computer ethics discourse had a strong stream on ownership of data and computer code emphasizing the communal nature of intellectual property.
“The computer ethics discourse, for example, had a strong stream of discussion of ownership of data and computer code with a heavy emphasis on the communal nature of intellectual property.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationAcademia, policy and general discussions follow the technology hype cycle, and attention to technologies, management models and research approaches have characteristics of fashion cycles.
“This is not to deny its importance but a recognition that academia, like policy and general discussions follow the technology hype cycle [52] and attention to technologies, management models and research approaches have characteristics of fashion cycles [1,12].”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [52] Fenn, J., & Lehong, H.: Hype Cycle for Emerging Technologies. Gartner. http://www.gartner.com/technology/research/hype-cycles/index.jsp (2011)
Not checked in the free run.
- cites [1] Abrahamson, E.: Management fashion. Acad. Manag. Rev. 21(1), 254–285 (1996) source
Not checked in the free run.
- cites [12] Baskerville, R. L., & Myers, M. D.: Fashion waves in information systems research and practice. Mis Quarterly, 647–662 (2009) source
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningA similar fate is likely to befall AI, or may already have done so.
“A similar fate is likely to befall AI, or may already have done so.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningBy reviewing computer ethics and the ethics of AI, one can draw conclusions about relevant features of the next discourse after the ethics of AI.
“More importantly, by reviewing them, one can draw conclusions about relevant features of the next discourse, the one we can reasonably expect to follow after the ethics of AI.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The ethics of AI discourse is not the final step in the discussion.
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningA better understanding of ethical issues can be achieved by taking seriously the systems nature of digital technologies.
“It argues that a better understanding of ethical issues can be achieved by taking seriously the systems nature of digital technologies.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenAn understanding of the similarities and differences of the discourses can benefit the respective discourses individually.
“The paper argues that an understanding of the similarities and differences of the discourses can benefit the respective discourses individually.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningIt is reasonable to expect that the current focus on AI will peak and be replaced by another topic of debate.
“It is, therefore, reasonable to expect that the current focus on AI will peak and be replaced by another topic of debate.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningA discussion of the ethics of digital ecosystems can build on and benefit from a more detailed understanding of computer ethics and the ethics of AI.
“Such a discussion can build on and benefit from a more detailed understanding of its predecessors in computer ethics and the ethics of AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningBy moving away from an artefact and looking at the ethics of digital ecosystems, it may be possible to proactively engage with novel and emerging technologies while the exact terminology to describe them is still being developed.
“By moving away from an artefact and looking at the ethics of digital ecosystems, it may be possible to proactively engage with novel and emerging technologies while the exact terminology to describe them is still being developed.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThis would allow paying attention early to the ethical aspects of such technologies.
“This would allow for paying attention early to the ethical aspects of such technologies.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningA broadening of the disciplines and fields involved suggests that the range of theoretical perspectives is also likely to increase.
“Such a broadening of the disciplines and fields involved suggests that the range of theoretical perspectives is also likely to increase.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenSecurity, safety and reliability of any future socio-technical system are similarly a good bet in terms of future relevance.
“Security, safety and reliability of any future socio-technical system are similarly a good bet in terms of future relevance.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningThe move away from the artefact focus towards the socio-technical ecosystem does not invalidate approaches such as value-sensitive design or ethics by design but clearly shows that the broader context needs to be included, thus opening up the discussion for regulation, legislation, democratic participation, societal debate as means to shape innovation ecosystems.
“The move away from the artefact focus towards the socio-technical ecosystem does not invalidate such approaches but clearly shows that the broader context needs to be included, thus opening up the discussion for regulation, legislation, democratic participation, societal debate as means to shape innovation ecosystems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenBy calling for this shift of the debate, the paper provides the basis for such a shift and can help shape current debates in this direction.
“By calling for this shift of the debate, the paper provides the basis for such a shift and can help shape current debates in this direction.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe benefit of using a digital ecosystems-based approach is that it moves away from a particular technology and opens the view to the way in which technical developments interact with social developments, broadening the view to encompass application areas, social structures, societal environments as well as technical affordances.
“The benefit of using such a digital ecosystems-based approach is that it moves away from a particular technology and opens the view to the way in which technical developments interact with social developments, which broadens the view to encompass application areas, social structures societal environments as well as technical affordances.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenThe discussion of the ethics of AI is already visibly reaching its limitations, for example by including numerous ethical issues that are not unique to AI.
“At the same time it is already visibly reaching its limitations, for example by including numerous ethical issues that are not unique to AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenAn ethical analysis of digital ecosystems will need to delineate the systems which will be required to determine the capabilities of these ecosystems.
“An ethical analysis of digital ecosystems will need to delineate the systems which will be required to determine the capabilities of these ecosystems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationnone givenParticipants of the computer ethics discourse who have not followed the ethics of AI debate can find insights with regards to current topics and issues, e.g. the broader socio-economic debates that surround AI.
“However, participants of the computer ethics discourse who have not followed the ethics of AI debate can find insights with regards to current topics and issues, e.g. the broader socio-economic debates that surround AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningIt is legitimate to draw a dividing line between the computer ethics and ethics of AI discourses.
“It is, thus, legitimate to draw a dividing line between the two discourses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenInnovation ecosystem research is done in fields like business studies and information systems, which have much to contribute, but have traditionally had limited visibility in computer ethics and ethics of AI.
“Innovation ecosystem research is done in fields like business studies and information systems, which have much to contribute, but have traditionally had limited visibility in computer ethics and ethics of AI.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningIn order for the discussion to remain specific and allow the flexibility to react to future developments, it will need to reconsider its underpinnings.
“In order for the discussion to remain specific and allow the flexibility to react to future developments, it will need to reconsider its underpinnings.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningMaking use of this perspective for the current ethics of AI debate would have the great benefit that the question of adequately defining AI loses its urgency.
“Making use of this perspective for the current ethics of AI debate would have the great benefit that the question of adequately defining AI loses its urgency.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenThe exact insights to be gained from the review of the two discourses clearly depends on the prior knowledge of the observer.
“The exact insights to be gained from the review of the two discourses clearly depends on the prior knowledge of the observer.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningTaking the perspective of the ethics of digital ecosystems moves beyond individual technologies and allows keeping track of and continuing established ethical discussions.
“Taking this perspective, which might be called the”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenA new entrant to the ethics of AI debate may benefit from an appreciation of computer ethics by realising that many of the topics have a decade long history and that there are numerous ethical positions and mitigation structures that have been well established and do not need to be reinvented.
“Similarly a new entrant to the ethics of AI debate may benefit from an appreciation of computer ethics by realising that many of the topics have a decade long history that there are numerous ethical positions and mitigation structures that have been well established and do not need to be reinvented.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningA broader range of theories is likely to be applied, including systems theories, theories from business and organisational studies as well as the literature on innovation ecosystems.
“However, a broader range of theories is likely to be applied, including systems theories, theories from business and organisational studies as well as the literature on innovation ecosystems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe shift of the debate and the attention to the ethics of innovation ecosystem will not be a panacea.
“This shift of the debate and the attention to the ethics of innovation ecosystem will not be a panacea.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningThe innovation ecosystems construct is just an umbrella term underneath which there will be many specific innovation ecosystems, which means that the attention to the empirical realisation of such systems will need to grow.
“The innovation ecosystems construct is also just an umbrella term underneath which there will be many specific innovation ecosystems, which means that the attention to the empirical realisation of such systems will need to grow.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe move beyond the ethics of AI towards an ethics of digital innovation ecosystems will further broaden the disciplines and stakeholder groups involved in the discussion.
“The move beyond the ethics of AI towards an ethics of digital innovation ecosystems will further broaden the disciplines and stakeholder groups involved in the discussion.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenIt is a safe bet that whatever the next technological hype will be, it will continue at least some trends from the past and that the corresponding ethical debates will remain valid.
“Whatever the next technological hype will be, it is a safe bet that it will continue at least some trends from the past and that the corresponding ethical debates will remain valid.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe change of perspective towards digital ecosystems can strengthen the plausibility and relevance of some of the current topics of debate.
“The change of perspective towards digital ecosystems can, thus, strengthen the plausibility and relevance of some of the current topics of debate.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe shift of the topic from computing or AI gives the discourse of ethics of digital innovation ecosystems the flexibility to accommodate existing and emerging technologies from quantum computing to IoT without requiring a major shift of the debate.
“The shift of the topic from computing or AI gives this discourse the flexibility to accommodate existing and emerging technologies from quantum computing to IoT without requiring a major shift of the debate.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenQuestions of political participation, economic justice or human autonomy are much more easily understood as aspects of socio-technical systems than as intrinsically linked to a particular technology.
“Questions of political participation, economic justice or human autonomy are much more easily understood as aspects of socio-technical systems than as intrinsically linked to a particular technology.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningTechnologies unfold their ethical benefits and problems when deployed and used in the context of socio-technical systems.
“Technologies unfold their ethical benefits and problems when deployed and used in the context of socio-technical systems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisecitationThis discourse has developed a rich set of theoretical positions, substantive insights and methodologies that can be used to understand specific sociotechnical systems.
“This discourse is of interest to this paper because it has developed a rich set of theoretical positions, substantive insights and methodologies that can be used to understand specific sociotechnical systems.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [5] Adner, R.: Match your innovation strategy to your innovation ecosystem. Harv. Bus. Rev. 84(4), 98–107 (2006)
Not checked in the free run.
- cites [61] Gomes, L. A. de V., Facin, A. L. F., Salerno, M. S., & Ikenami, R. K.: Unpacking the innovation ecosystem construct: Evolution, gaps and trends. Technological Forecasting and Social Change, 136, 30–48 (2018). https://doi.org/10.1016/j.techfore.2016.11.009 source
Not checked in the free run.
- cites [95] Moore, J.F.: Predators and prey: A new ecology of competition. Harv. Bus. Rev. 71(3), 75–86 (1993)
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based).
Premisenone givenThere has been very little emphasis in this discourse on the ethical and normative aspects of these ecosystems.
“At the same time, there has been very little emphasis in this discourse on the ethical and normative aspects of these ecosystems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningIt is less the affordances of a technology per se, but the way in which those affordances evolve in practical contexts that are of interest to ethical reflection.
“It is less the affordances of a technology per se, but the way in which those affordances evolve in practical contexts that are of interest to ethical reflection.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationnone givenThe need for a delimitation of the subject of debate will remain, which means that the exact content or membership of an innovation ecosystem that raises ethical questions will remain.
“The need for a delimitation of the subject of debate will remain, which means that the exact content or membership of an innovation ecosystem that raises ethical questions will remain.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThere are numerous ways in which these socio-technical systems can be described, and the concept of innovation ecosystems may offer one suitable approach.
“There are numerous ways in which these socio-technical systems can be described, and this paper has proposed that the concept of innovation ecosystems may offer one suitable approach.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationnone givenThe emphasis on a particular technology or family of technologies, be this computers or AI, is not particularly helpful.
“This part of the paper is driven by the recognition that the emphasis on a particular technology or family of technologies, be this computers or AI, is not particularly helpful.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningThe perspective of digital ecosystems can be employed right now and used to better understand the ethics of AI or computing more generally.
“This is a perspective that can be employed right now and used to better understand the ethics of AI or computing more generally.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenSystems-based approaches raise questions of individual agency and the locus of ethics, which the dominant ethical theories may find difficult to answer.
“Systems-based approaches raise questions of individual agency and the locus of ethics, which the dominant ethical theories may find difficult to answer.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningBy focusing on digital innovation ecosystems, the breadth of possible mitigation strategy automatically increases.
“By focusing on digital innovation ecosystems, the breadth of possible mitigation strategy automatically increases.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenIn computer ethics or ethics of AI, the focus is on technical artefacts and there is a temptation to link ethical issues as well as responses to these issues to the artefacts themselves.
“In computer ethics or ethics of AI, the focus is on technical artefacts and there is a temptation to link ethical issues as well as responses to these issues to the artefacts themselves.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenIt is plausible that future digital technologies will make use of, analyse and produce personal data, hence continuing the need for considerations of privacy and data protection.
“For example, it is plausible that future digital technologies will make use of, analyse and produce personal data, hence continuing the need for considerations of privacy and data protection.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningActual ethical concerns are affected by all of these different factors and the dynamics of their relationships.
“Actual ethical concerns are affected by all of these different factors and the dynamics of their relationships.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S2 (checkable), S4 (based).
InterpretationreasoningThe key question then becomes how socio-technical innovation ecosystems develop, which is a question that is open to the inclusion of other types of technology from quantum computing to well-established computational and other technological artefacts.
“The key question then becomes how socio-technical innovation ecosystems develop, which is a question that is open to the inclusion of other types of technology from quantum computing to wellestablished computational and other technological artefacts.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe move towards digital innovation ecosystems makes it clear that additional perspectives will be required to get a full understanding of potential problems and solutions.
“However, the move towards digital innovation ecosystems makes it clear that additional perspectives will be required to get a full understanding of potential problems and solutions.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningDoing so will ensure that many of the lessons that have been learned over years and decades of working on the ethics of computing and AI will remain present and relevant, and that there is a well-established starting point from which we can engage with the next generations of digital technologies to ensure that their creation and use benefit humanity.
“Doing so will ensure that many of the lessons that have been learned over years and decades of working on the ethics of computing and AI will remain present and relevant, and that there is a well-established starting point from which we can engage with the next generations of digital technologies to ensure that their creation and use benefit humanity.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenParticipants of the computer ethics discourse can benefit from an understanding of how biomedical principalism is being applied to AI, which may offer avenues of impact, solutions and mitigations that computer ethics tended to struggle with.
“They can similarly benefit from an understanding of how biomedical principalism is being applied to AI, which may offer avenues of impact, solutions and mitigations that computer ethics tended to struggle with.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe discourse of ethics of digital innovation ecosystems will require a more focused attention to the social side of innovation ecosystems, which means that aspects like application area and the local and cultural context of use will figure prominently.
“Maybe more importantly, it will require a more focused attention to the social side of innovation ecosystems, which means that aspects like application area and the local and cultural context of use will figure prominently.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe focus on broader innovation ecosystem means that many of the currently discussed topics can be better framed as relevant topics of discussion.
“The focus on broader innovation ecosystem furthermore means that many of the currently discussed topics can be better framed as relevant topics of discussion.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningThe capabilities of digital ecosystems will be what gives rise to possible social applications and the resulting benefits and concerns.
“The capabilities, in turn will be what gives rise to possible social applications and the resulting benefits and concerns.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenTraditional theories of philosophical ethics will doubtlessly remain relevant and the focus on mid-level principles that the ethics of AI has promoted are similarly likely to remain important for guiding ethical reflection.
“Traditional theories of philosophical ethics will doubtlessly remain relevant and the focus on mid-level principles that the ethics of AI has promoted are similarly likely to remain important for guiding ethical reflection.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenThe currently ubiquitous discussion of the ethics of AI will continue for the foreseeable future.
“The currently ubiquitous discussion of the ethics of AI will continue for the foreseeable future.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenThe ethics of AI may otherwise be locked into mitigation strategies ranging from legislation and regulation to standardisation and organisational practice with a focus on the concept of AI, which may misdirect efforts away from the areas of greatest need.
“This is particularly necessary with regards to the ethics of AI, which otherwise may be locked into mitigation strategies ranging from legislation and regulation to standardisation and organisational practice with a focus on the concept of AI, which may misdirect efforts away from the areas of greatest need.”
Quote in the paperNot a substantial claim
The authors state this as an assumption.
One can reasonably and transparently distinguish between the discourses on computer ethics and the ethics of AI.
“The assumption underlying this paper is that one can reasonably and transparently distinguish between the discourses on computer ethics and the one focusing on the ethics of AI.”
“The argument of the paper rests on the assumption that one can reasonably distinguish between computer ethics and the ethics of AI.”
The authors state this as an assumption.
The ethics of AI discourse is not the final step in the discussion.
“This question is motivated by the assumption that the ethics of AI discourse is not the final step in the discussion.”
The authors state this as an assumption.
The next wave of ethics of technology discussion will succeed the ethics of AI.
“It explored this difference with a view to examining how understanding it can help us prepare for the inevitable next discourse, which will follow the current discussion of ethics of AI.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Current guidelines lack a clear definition of AI ethics.
“Despite the focus to define suitable principles and values for the development and use of AI, the guidelines lack a clear definition of AI ethics [38].”
From Teaching AI Ethics in Medical Education: A Scoping Review of Current Literature and Practices (2023) · cites this paper as [38]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
AI proposal dated 1956 in text but 1955 in references
MinorThe text says the concept of AI was coined in 1956 in a funding proposal, while the listed Dartmouth AI proposal is dated August 31, 1955.
“The concept of AI was coined in 1956 [88] in a funding proposal”
“A proposal for the Dartmouth summer research project on artificial intelligence, august 31, 1955.”
Cites
Principles of Biomedical Ethics
(2012) · Thieves of Virtue · doi:10.7551/mitpress/9079.003.0009 · Cited by 13,453 · see citing works
In A Different Voice: Psychological Theory And Women's Development
Gilligan, & Carol, C. (1982) · Cited by 10,877 · see citing works
An Introduction to the Principles of Morals and Legislation
de Champs, E. (2017) · HAL (Le Centre pour la Communication Scientifique Directe) · Cited by 6,656 · see citing works
The global landscape of AI ethics guidelines
Jobin, A., Ienca, M., & Vayena, E. (2019) · Nature Machine Intelligence · doi:10.1038/s42256-019-0088-2 · Cited by 6,220 · cited 2× · see citing works
“There are several review and overview papers, in particular of ethical principles [54, 72].”
BackgroundPrinciples of Biomedical Ethics.
(1984) · Annals of Internal Medicine · doi:10.7326/0003-4819-100-1-168_1 · Cited by 4,559 · see citing works
Gibson, J. J. (1977) · Medical Entomology and Zoology · doi:10.4324/9781315740218-18 · Cited by 4,471 · see citing works
38. After Virtue: A Study in Moral Theory
MacIntyre, A. (2015) · Princeton University Press eBooks · doi:10.1515/9781400848393-039 · Cited by 3,326 · see citing works
(1993) · PubMed · Cited by 3,302 · see citing works
Kaplan, A., & Haenlein, M. (2019) · Business Horizons · doi:10.1016/j.bushor.2018.08.004 · Cited by 3,140 · see citing works
An Introduction to the Principles of Morals and Legislation
Bentham, J. (1789) · Oxford University Press eBooks · doi:10.1093/oseo/instance.00077240 · Cited by 2,201 · see citing works
Affordance, conventions, and design
Norman, D. A. (1999) · Interactions · doi:10.1145/301153.301168 · Cited by 2,040 · see citing works
The International Telecommunication Union
Jones, R. W. (2002) · Digest - IEEE Antennas and Propagation Society. International Symposium · doi:10.1109/aps.1997.631791 · Cited by 1,910 · see citing works
Principles alone cannot guarantee ethical AI
Mittelstadt, B. (2019) · Nature Machine Intelligence · doi:10.1038/s42256-019-0114-4 · Cited by 1,886 · cited 1× · see citing works
“However, it should be noted that this reliance on principalism [39] is contested within the biomedical community [79] and has been questioned in the AI field [67, 92], but at present remains dominant.”
BackgroundAbrahamson, E. (1996) · The Academy of Management Review · doi:10.2307/258636 · Cited by 1,828 · see citing works
Match your innovation strategy to your innovation ecosystem.
Adner, R. (2006) · PubMed · Cited by 1,689 · see citing works
Complex Adaptive Systems: An Introduction to Computational Models of Social Life
Miller, J. H., & Page, S. E. (2009) · Princeton University Press eBooks · doi:10.1515/9781400835522 · Cited by 1,502 · see citing works
, A., & Rackham, H. (2019) · Medical Entomology and Zoology · Cited by 1,441 · see citing works
Synthesizing Research: A Guide for Literature Reviews
Cooper, H. (1998) · Cited by 1,285 · see citing works
Artificial intelligence for sustainability: Challenges, opportunities, and a research agenda
Nishant, R., Kennedy, M., & Corbett, J. (2020) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102104 · Cited by 1,203 · see citing works
Value Sensitive Design and Information Systems
Friedman, B., Kahn, P. H., & Borning, A. H. (2008) · Wiley eBooks · doi:10.1002/9780470281819.ch4 · Cited by 1,149 · see citing works
Fjeld, J., Achten, N., Hilligoss, H., Nagy, A., & Srikumar, M. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3518482 · Cited by 998 · cited 1× · see citing works
“There are several review and overview papers, in particular of ethical principles [54, 72].”
BackgroundGrundlegung zur Metaphysik der Sitten
Immanuel, I. (2016) · Felix Meiner Verlag eBooks · doi:10.28937/978-3-7873-2878-9 · Cited by 901 · see citing works
Four Ethical Issues of the Information Age
Mason, R. O., Collins, C. P., & Cox, E. L. (1986) · MIS Quarterly · doi:10.2307/248873 · Cited by 891 · see citing works
Kurzweil, R. (2014) · Palgrave Macmillan UK eBooks · doi:10.1057/9781137349088_26 · Cited by 866 · see citing works
Coeckelbergh, M. (2020) · The MIT Press eBooks · doi:10.7551/mitpress/12549.001.0001 · Cited by 865 · see citing works
MOOR, J. H. (1985) · Metaphilosophy · doi:10.1111/j.1467-9973.1985.tb00173.x · Cited by 863 · see citing works
The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation
Brundage, M., Avin, S., Clark, J., Toner, H., Eckersley, P., Garfinkel, B., Dafoe, A., Scharre, P., Zeitzoff, T., Filar, B., et al. (2018) · Apollo - University of Cambridge Repository · doi:10.17863/cam.22520 · Cited by 849 · see citing works
The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation
Brundage, M., Avin, S., Clark, J., Toner, H., Eckersley, P., Garfinkel, B., Dafoe, A., Scharre, P., Zeitzoff, T., Filar, B., et al. (2018) · arXiv · doi:10.48550/arxiv.1802.07228 · Cited by 849 · see citing works
Unpacking the innovation ecosystem construct: Evolution, gaps and trends
Gomes, L. A. D. V., Facin, A. L. F., Salerno, M. S., & Ikenami, R. K. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2016.11.009 · Cited by 836 · see citing works
Wiener, N. (1950) · Cited by 763 · see citing works
Borges, A. F. S., Laurindo, F. J. B., Spínola, M. M., Gonçalves, R. F., & Mattos, C. A. (2021) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102225 · Cited by 760 · see citing works
Checkland, P. B., & Poulter, J. (2007) · Lancaster EPrints (Lancaster University) · Cited by 740 · see citing works
Computer Power and Human Reason: From Judgement to Calculation.
Crowther, J. F., & Weizenbaum, J. (1977) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2062802 · Cited by 726 · see citing works
Checkland, P. B., & Poulter, J. (2010) · Springer eBooks · doi:10.1007/978-1-84882-809-4_5 · Cited by 722 · see citing works
Emerging challenges in AI and the need for AI ethics education
Borenstein, J., & Howard, A. (2021) · AI and Ethics · doi:10.1007/s43681-020-00002-7 · Cited by 626 · see citing works
Clouser, K. D., & Gert, B. (1990) · Journal of Medicine and Philosophy · doi:10.1093/jmp/15.2.219 · Cited by 552 · see citing works
What literature review is not: diversity, boundaries and recommendations
Rowe, F. (2014) · European Journal of Information Systems · doi:10.1057/ejis.2014.7 · Cited by 547 · see citing works
Information Systems as a Reference Discipline1
Baskerville, R., & Myers, M. D. (2002) · MIS Quarterly · doi:10.2307/4132338 · Cited by 541 · see citing works
Kritik der praktischen Vernunft
Immanuel, I. (2003) · Felix Meiner Verlag eBooks · doi:10.28937/978-3-7873-2118-6 · Cited by 534 · see citing works
Legal and human rights issues of AI: Gaps, challenges and vulnerabilities
Rodrigues, R. (2020) · Journal of Responsible Technology · doi:10.1016/j.jrt.2020.100005 · Cited by 494 · see citing works
MIS RESEARCH: REFERENCE DISCIPLINES AND A CUMULATIVE TRADITION
Keen, P. G. W. (1980) · Journal of the Association for Information Systems · Cited by 487 · see citing works
Information ethics: On the philosophical foundation of computer ethics
Floridi, L. (1999) · Ethics and Information Technology · doi:10.1023/a:1010018611096 · Cited by 432 · see citing works
Research Commentary: Rethinking “Diversity” in Information Systems Research
Benbasat, I., & Weber, R. (1996) · Information Systems Research · doi:10.1287/isre.7.4.389 · Cited by 422 · see citing works
Constitutional democracy and technology in the age of artificial intelligence
Nemitz, P. (2018) · Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rsta.2018.0089 · Cited by 418 · see citing works
The global landscape of AI ethics guidelines
Jobin, A., Ienca, M., & Vayena, E. (2019) · Repository for Publications and Research Data (ETH Zurich) · doi:10.3929/ethz-b-000375277 · Cited by 360 · see citing works
Ethics of Artificial Intelligence and Robotics
Müller, V. C., & Zalta, E. N. (2020) · TU/e Research Portal · Cited by 323 · see citing works
Wiener, N. (1964) · The MIT Press eBooks · doi:10.7551/mitpress/3316.001.0001 · Cited by 313 · see citing works
Toward Ethical Information Systems: The Contribution of Discourse Ethics1
Mingers, J., & Walsham, G. (2010) · MIS Quarterly · doi:10.2307/25750707 · Cited by 271 · see citing works
The Promise of Artificial Intelligence: Reckoning and Judgment
Smith, B. C. (2019) · doi:10.7551/mitpress/12385.001.0001 · Cited by 271 · see citing works
Responsible Artificial Intelligence: How to Develop and Use AI in a Responsible Way
Dignum, V. (2019) · Cited by 268 · see citing works
Beyond the promise: implementing ethical AI
Eitel-Porter, R. (2021) · AI and Ethics · doi:10.1007/s43681-020-00011-6 · Cited by 245 · see citing works
Gürses, S. F., Troncoso, C., & Díaz, C. (2011) · Lirias · Cited by 235 · see citing works
Artificial Intelligence: A Very Short Introduction
Boden, M. A. (2018) · Oxford University Press eBooks · doi:10.1093/actrade/9780199602919.001.0001 · Cited by 228 · see citing works
Robo-apocalypse cancelled? Reframing the automation and future of work debate
Willcocks, L. (2020) · Journal of Information Technology · doi:10.1177/0268396220925830 · Cited by 215 · see citing works
The Cambridge Handbook of Information and Computer Ethics
(2010) · doi:10.1017/cbo9780511845239 · Cited by 210 · cited 2× · see citing works
“It remains contested whether artificial general intelligence is achievable and, even if so, whether it could be done using current technological principles (i.e. digital computers and Turing machines) [56].”
BackgroundFashion waves in information systems research and practice
Baskerville, R., & Myers, M. D. (2009) · Journal of the Association for Information Systems · doi:10.5555/2017434.2017436 · Cited by 206 · see citing works
Artificial Intelligence & Human Rights: Opportunities & Risks
Raso, F., Hilligoss, H., Krishnamurthy, V., Bavitz, C., & Kim, L. Y. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3259344 · Cited by 189 · see citing works
Lessons learned from AI ethics principles for future actions
Hickok, M. (2021) · AI and Ethics · doi:10.1007/s43681-020-00008-1 · Cited by 168 · see citing works
Stahl, B. C., Timmermans, J., & Mittelstadt, B. (2016) · ACM Computing Surveys · doi:10.1145/2871196 · Cited by 142 · see citing works
Self-citationFashion Waves in Information Systems Research and Practice1
Baskerville, R. L., & Myers, M. D. (2009) · MIS Quarterly · doi:10.2307/20650319 · Cited by 137 · see citing works
(2019) · Cited by 135 · see citing works
Values in technology and disclosive computer ethics
Brey, P. A. E. (2010) · Cambridge University Press eBooks · doi:10.1017/cbo9780511845239.004 · Cited by 134 · see citing works
(2018) · Cited by 123 · see citing works
Design Lessons From AI’s Two Grand Goals: Human Emulation and Useful Applications
Shneiderman, B. (2020) · IEEE Transactions on Technology and Society · doi:10.1109/tts.2020.2992669 · Cited by 119 · see citing works
Principles and business processes for responsible AI
Clarke, R. (2019) · Computer Law & Security Review · doi:10.1016/j.clsr.2019.04.007 · Cited by 117 · see citing works
staff, U. (2006) · Ubiquity · doi:10.1145/1119621.1117663 · Cited by 108 · see citing works
Huff, C., & Martin, C. D. (1995) · Communications of the ACM · doi:10.1145/219663.219687 · Cited by 108 · see citing works
Computer and information ethics
(1997) · Choice Reviews Online · doi:10.5860/choice.35-2168 · Cited by 107 · see citing works
Mapping the foundationalist debate in computer ethics
Floridi, L., & Sanders, J. W. (2002) · Ethics and Information Technology · doi:10.1023/a:1015209807065 · Cited by 105 · see citing works
Disclosive Ethics and Information Technology: Disclosing Facial Recognition Systems
Introna, L. D. (2005) · Ethics and Information Technology · doi:10.1007/s10676-005-4583-2 · Cited by 88 · see citing works
The uniqueness debate in computer ethics: What exactly is at issue, and why does it matter?
Tavani, H. T. (2002) · Ethics and Information Technology · doi:10.1023/a:1015283808882 · Cited by 81 · see citing works
The Oxford Handbook of Management Information Systems: Critical Perspectives and New Directions
Galliers, R. D., & Currie, W. L. (2011) · Cited by 81 · see citing works
You cannot have AI ethics without ethics
Lauer, D. (2020) · AI and Ethics · doi:10.1007/s43681-020-00013-4 · Cited by 74 · see citing works
The new capitalism that remakes minds
Kane, P. (2019) · The New Scientist · doi:10.1016/s0262-4079(19)30516-0 · Cited by 68 · see citing works
Computer society and ACM approve software engineering code of ethics
Gotterbarn, D., Miller, K., & Rogerson, S. (1999) · Computer · doi:10.1109/mc.1999.796142 · Cited by 67 · see citing works
Responsible AI and moral responsibility: a common appreciation
Tigard, D. W. (2020) · AI and Ethics · doi:10.1007/s43681-020-00009-0 · Cited by 67 · see citing works
Spiegelhalter, D. J. (2020) · Harvard Data Science Review · doi:10.1162/99608f92.cb91a35a · Cited by 65 · see citing works
The Ethics Police?: The Struggle to Make Human Research Safe
Klitzman, R. (2015) · Cited by 64 · see citing works
Toward the Agile and Comprehensive International Governance of AI and Robotics [point of view]
Wallach, W., & Marchant, G. E. (2019) · Proceedings of the IEEE · doi:10.1109/jproc.2019.2899422 · Cited by 63 · see citing works
Jelinek, T., Wallach, W., & Kerimi, D. (2020) · AI and Ethics · doi:10.1007/s43681-020-00019-y · Cited by 62 · see citing works
<i>Computer Power and Human Reason: From Judgment to Calculation</i>
Weizenbaum, J., & McCarthy, J. (1977) · Physics Today · doi:10.1063/1.3037375 · Cited by 62 · see citing works
Computer ethics in a different voice
Adam, A. E. (2001) · Information and Organization · doi:10.1016/s1471-7727(01)00006-9 · Cited by 61 · see citing works
Spinello, R. A., & Tavani, H. T. (2001) · DigitalGeorgetown (Georgetown University Library) · Cited by 60 · see citing works
Bridging near- and long-term concerns about AI
Cave, S., & hÉigeartaigh, S. Ó. (2018) · Nature Machine Intelligence · doi:10.1038/s42256-018-0003-2 · Cited by 59 · see citing works
Computer ethics: Its birth and its future
Bynum, T. W. (2001) · Ethics and Information Technology · doi:10.1023/a:1011893925319 · Cited by 54 · see citing works
, A. (2006) · Oxford University Press eBooks · doi:10.1093/oseo/instance.00258591 · Cited by 54 · see citing works
Introduction to the Special Issue: The Literature Review in Information Systems
Tate, M., Furtmueller, E., Evermann, J., & Bandara, W. (2015) · Communications of the Association for Information Systems · doi:10.17705/1cais.03705 · Cited by 48 · see citing works
Reconciliation between factions focused on near-term and long-term artificial intelligence
Baum, S. D. (2017) · AI & Society · doi:10.1007/s00146-017-0734-3 · Cited by 43 · see citing works
Case Studies in Information Technology Ethics
Spinello, R. A. (2002) · Medical Entomology and Zoology · Cited by 39 · see citing works
A choices framework for the responsible use of AI
Benjamins, R. (2020) · AI and Ethics · doi:10.1007/s43681-020-00012-5 · Cited by 39 · see citing works
Computer Ethics and Professional Responsibility: Introductory Text and Readings
Bynum, T. W., & Rogerson, S. (2003) · Blackwell Publishers Inc. eBooks · Cited by 34 · see citing works
Gotterbarn, D., & Rogerson, S. (2005) · Cited by 34 · see citing works
Gotterbarn, D., & Rogerson, S. (2005) · Communications of the Association for Information Systems · doi:10.17705/1cais.01540 · Cited by 33 · see citing works
Ethical assessment of new technologies: a meta‐methodology
Harris, I., Jennings, R. C. K., Pullinger, D. J., Rogerson, S., & Duquenoy, P. (2011) · Journal of Information Communication and Ethics in Society · doi:10.1108/14779961111123223 · Cited by 28 · see citing works
The historical roots of information and computer ethics
Bynum, T. W. (2010) · Cambridge University Press eBooks · doi:10.1017/cbo9780511845239.003 · Cited by 27 · see citing works
The Need for a Value-Sensitive Design of Communication Infrastructures
Manders-Huits, N., & van den Hoven, J. (2009) · The International library of ethics, law and technology · doi:10.1007/978-90-481-2229-5_5 · Cited by 26 · see citing works
AI and moral thinking: how can we live well with machines to enhance our moral agency?
Boddington, P. (2020) · AI and Ethics · doi:10.1007/s43681-020-00017-0 · Cited by 23 · see citing works
Listening to professional voices
Brinkman, B., Flick, C., Gotterbarn, D., Miller, K., Vazansky, K., & Wolf, M. J. (2017) · Communications of the ACM · doi:10.1145/3072528 · Cited by 17 · see citing works
TAKING THE HIGH ROADEthics by design in AI
Martin, C. D., & Makoundou, T. T. (2017) · ACM Inroads · doi:10.1145/3148541 · Cited by 15 · see citing works
The foundationalist debate in computer ethics
Tavani, H. T. (2010) · Cambridge University Press eBooks · doi:10.1017/cbo9780511845239.016 · Cited by 14 · see citing works
Introduction to Cyberphilosophy
Moor, J. H., & Bynum, T. W. (2002) · Metaphilosophy · doi:10.1111/1467-9973.00213 · Cited by 13 · see citing works
MacIntyre, J., Medsker, L., & Moriarty, R. (2020) · AI and Ethics · doi:10.1007/s43681-020-00016-1 · Cited by 12 · see citing works
Dignum, V. (2019) · Artificial intelligence: foundations, theory, and algorithms/Artificial intelligence: Foundations, theory, and algorithms · doi:10.1007/978-3-030-30371-6_1 · Cited by 12 · see citing works
Computing ethicsComputer experts: guns-for-hire or professionals?
Johnson, D. G. (2008) · Communications of the ACM · doi:10.1145/1400181.1400190 · Cited by 11 · see citing works
An Ecosystem Approach to Ethical AI and Data Use: Experimental Reflections
Findlay, M., & Seah, J. (2020) · 2020 IEEE / ITU International Conference on Artificial Intelligence for Good (AI4G) · doi:10.1109/ai4g50087.2020.9311069 · Cited by 11 · see citing works
Let’s Claim the Authority to Speak Out on the Ethics of Smart Information Systems
Stahl, B. C., & Markus, M. L. (2021) · MIS Quarterly · doi:10.25300/misq/2021/15434.1.6 · Cited by 11 · see citing works
Self-citationThe Age of Artificial Intelligences: A Personal Reflection
Capurro, R. (2020) · The International Review of Information Ethics · doi:10.29173/irie388 · Cited by 10 · see citing works
Technology, narrative, and performance in the social theatre
Coeckelbergh, M. (2019) · Routledge eBooks · doi:10.4324/9780429032066-2 · Cited by 9 · see citing works
AI for the Common Good?! Pitfalls, challenges, and ethics pen-testing
Berendt, B. (2019) · Paladyn, Journal of Behavioral Robotics · doi:10.1515/pjbr-2019-0004 · Cited by 8 · see citing works
Albrecht, B., Christensen, K., Dasigi, V., Huggins, J., & Paul, J. (2012) · ACM SIGCAS Computers and Society · doi:10.1145/2422512.2422513 · Cited by 6 · see citing works
(1985) · Metaphilosophy · doi:10.1111/j.1467-9973.1985.tb00172.x · Cited by 5 · see citing works
Flagged first, then by citations
Research works printed but not linked: 6
- Bostrom, N.: Superintelligence: Paths, Dangers, Strategies (Reprint edition). OUP Oxford (2016)
- Buttarelli, G.: Choose Humanity: Putting Dignity back into Digital [Opening Speech]. 40th Edition of the International Conference of Data Protection Commissioners, Brussels. https://www.privacyconference2018.org/system/files/2018-10/Choose%20Humanity%20speech_0.pdf (2018)
- Johnson, D. G.: Computer Ethics (3rd ed.). Prentice Hall (2001)
- McCarthy, J., Minsky, M.L., Rochester, N., Shannon, C.E.: A proposal for the Dartmouth summer research project on artificial intelligence, august 31, 1955. AI Mag. 27(4), 12–12 (2006)
- Mill, J. S.: Utilitarianism (2nd Revised edition). Hackett Publishing Co, Inc (1861)
- Zuboff, P. S.: The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power (01 edition). Profile Books (2019)
Cited by
Sorted by citations
The Ethics of ChatGPT-Exploring the Ethical Issues of an Emerging Technology
Stahl, B. C., & Eke, D. (2024) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2023.102700 · Cited by 476 · see citing works
Self-citationSarstedt, M., Adler, S. J., Rau, L., & Schmitt, B. (2024) · Psychology & Marketing · doi:10.1002/mar.21982 · Cited by 149 · see citing works
Corporate Digital Responsibility
Mueller, B. (2022) · Business & Information Systems Engineering · doi:10.1007/s12599-022-00760-0 · Cited by 134 · see citing works
Teaching AI Ethics in Medical Education: A Scoping Review of Current Literature and Practices
Weidener, L., & Fischer, M. (2023) · Perspectives on Medical Education · doi:10.5334/pme.954 · Cited by 133 · see citing works
“Despite the focus to define suitable principles and values for the development and use of AI, the guidelines lack a clear definition of AI ethics [38].”
BackgroundTrier, M., Kundisch, D., Beverungen, D., Müller, O., Schryen, G., Mirbabaie, M., & Trang, S. T.-N. (2023) · Business & Information Systems Engineering · doi:10.1007/s12599-023-00822-x · Cited by 97 · see citing works
Reframing data ethics in research methods education: a pathway to critical data literacy
Atenas, J., Havemann, L., & Timmermann, C. (2023) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-023-00380-y · Cited by 88 · see citing works
Schultz, M. D., & Seele, P. (2022) · AI and Ethics · doi:10.1007/s43681-022-00150-y · Cited by 68 · see citing works
Eke, D., & Stahl, B. (2024) · Digital Society · doi:10.1007/s44206-024-00101-6 · Cited by 32 · see citing works
Self-citationThe social dilemma of big data: Donating personal data to promote social welfare
Hillebrand, K., Hornuf, L., Müller, B., & Vrankar, D. (2023) · Information and Organization · doi:10.1016/j.infoandorg.2023.100452 · Cited by 42 · see citing works
Reconstructing AI Ethics Principles: Rawlsian Ethics of Artificial Intelligence
Westerstrand, S. (2024) · Science and Engineering Ethics · doi:10.1007/s11948-024-00507-y · Cited by 36 · see citing works
From Corporate Digital Responsibility to Responsible Digital Ecosystems
Stahl, B. C. (2024) · Sustainability · doi:10.3390/su16124972 · Cited by 24 · see citing works
Self-citationDigital ethics: Global trends and divergent paths
Guenduez, A. A., Walker, N., & Demircioğlu, M. A. (2025) · Government Information Quarterly · doi:10.1016/j.giq.2025.102050 · Cited by 32 · see citing works
Designing Multispecies Worlds for Robots, Cats, and Humans
Schneiders, E., Benford, S., Chamberlain, A., Mancini, C., Castle-Green, S. D., Ngo, V. Z. H., Farr, J. R., Adams, M., Tandavanitj, N., & Fischer, J. E. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642115 · Cited by 23 · see citing works
Responsibility of/in digital transformation
Zimmer, M. P., Järveläinen, J., Stahl, B. C., & Mueller, B. (2023) · Journal of Responsible Technology · doi:10.1016/j.jrt.2023.100068 · Cited by 22 · see citing works
Self-citationCappelli, M. A., & Serugendo, G. D. M. (2024) · AI and Ethics · doi:10.1007/s43681-024-00480-z · Cited by 16 · see citing works
The social dilemma in artificial intelligence development and why we have to solve it
Strümke, I., Slavkovik, M., & Madai, V. I. (2021) · AI and Ethics · doi:10.1007/s43681-021-00120-w · Cited by 16 · see citing works
Fairness in AI systems development: EU AI Act compliance and beyond
Westerstrand, S. (2025) · Information and Software Technology · doi:10.1016/j.infsof.2025.107864 · Cited by 16 · see citing works
Babanoğlu, M. P., Karataş, T. Ö., & Dündar, E. (2025) · Cogent Education · doi:10.1080/2331186x.2025.2488546 · Cited by 19 · see citing works
Artificial Intelligence in the Russian Media and Journalism: The Issue of Ethics
Lukina, M., Владимирович, З. А., Krasheninnikova, M., & Кульчицкая, Д. Ю. (2022) · Theoretical and Practical Issues of Journalism · doi:10.17150/2308-6203.2022.11(4).680-694 · Cited by 14 · see citing works
Reexamining computer ethics in light of AI systems and AI regulation
Jacobs, M., & Simon, J. (2022) · AI and Ethics · doi:10.1007/s43681-022-00229-6 · Cited by 10 · see citing works
Neural Networks in Media: Opportunities, Problems, Prospects for Future Media Specialists
RUBTSOVA, N. V. (2024) · Theoretical and Practical Issues of Journalism · doi:10.17150/2308-6203.2024.13(1).156-171 · Cited by 8 · see citing works
A Bibliometric Analysis on the Applications of Artificial Intelligence in Petroleum Engineering
Baarimah, S. O., Baarimah, A. O., Alaloul, W. S., Bazel, M. A., Mohammed, F., & Bawahab, M. (2023) · International Conference on Data Analytics for Business and Industry (ICDABI) · doi:10.1109/icdabi60145.2023.10629472 · Cited by 8 · see citing works
A framework for value sensitive design in socio-technical digital ecosystems
Stahl, B. C. (2025) · European Journal of Information Systems · doi:10.1080/0960085x.2025.2595915 · Cited by 9 · see citing works
Self-citationEthical and preventive legal technology
Stathis, G., & van den Herik, H. J. (2024) · AI and Ethics · doi:10.1007/s43681-023-00413-2 · Cited by 8 · see citing works
Ethical reasoning in technology: using computational approaches to integrate ethics into AI systems
Sholla, S., & Reshi, I. A. (2024) · Journal of Information Communication and Ethics in Society · doi:10.1108/jices-03-2024-0024 · Cited by 7 · see citing works
Confucian ‘Trustworthy AI’: Diversifying a Keyword in the Ethics of AI and Governance
Wong, P. (2024) · Philosophy of engineering and technology · doi:10.1007/978-3-031-77857-5_1 · Cited by 6 · see citing works
Process industry disrupted: AI and the need for human orchestration
Vegter, M. W., Blok, V., & Wesselink, R. (2025) · Journal of Responsible Technology · doi:10.1016/j.jrt.2025.100105 · Cited by 5 · see citing works
Taking Digital Responsibility for Data: Toward a Governance Model for User-Generated Data
Christ, A.-S., Carl, K. V., Kurtz, C., Lobschat, L., Mueller, B., & Zimmer, M. P. (2025) · Schmalenbach Journal of Business Research · doi:10.1007/s41471-025-00225-6 · Cited by 3 · see citing works
Calzati, S., & Ploeger, H. (2024) · Big Data & Society · doi:10.1177/20539517241270687 · Cited by 3 · see citing works
Gerasimenko, V. V. (2023) · Scientific Research of Faculty of Economics Electronic Journal · doi:10.38050/2078-3809-2023-15-1-37-54 · Cited by 4 · see citing works
Design and Evaluation of a Low-Code/No-Code Document Management and Approval System
Marian, C. V., NEFERU, M., & Mitrea, D. A. (2026) · Information · doi:10.3390/info17010046 · Cited by 3 · see citing works
Karmakar, D., Das, A., & Khati, A. (2025) · Advances in human and social aspects of technology book series · doi:10.4018/979-8-3693-9035-1.ch008 · Cited by 3 · see citing works
Datafication, Platformization, Algorithmic Governance, and Digital Sovereignty
Connolly, R. W. (2023) · ACM Inroads · doi:10.1145/3583087 · Cited by 3 · see citing works
FOREIGN TRADE ACTIVITY OF UKRAINE AND POLAND
Диха, М. В., Диха, В. В., & Konieczny, G. (2024) · International Interdisciplinary Scientific Journal Expert · doi:10.62034/2815-5300/2024-v1-i3-002 · Cited by 3 · see citing works
Ni, J. (2024) · Journal of Education Humanities and Social Sciences · doi:10.54097/8q8mfm80 · Cited by 2 · see citing works
Ethics in Business Research and Innovation. An Institutionalisation Framework
Esteban, E. G. (2024) · Philosophy of Management · doi:10.1007/s40926-024-00332-0 · Cited by 2 · see citing works
Ethical issues deriving from the delayed adoption of artificial intelligence in medical imaging
Placidi, G. (2022) · AI and Ethics · doi:10.1007/s43681-022-00139-7 · Cited by 2 · see citing works
Development and validation of ICT unethical behavior scale among undergraduate students
Al-Nuaimi, M. N., & Al‐Emran, M. (2023) · Current Psychology · doi:10.1007/s12144-023-05038-6 · Cited by 2 · see citing works
Information Ethics Among College Students – Selected Countries Analysis
Marreiros, C., Ulman, M., Quaresma, R., Xiong, J. J., & Harris, A. L. (2024) · Journal of Global Information Technology Management · doi:10.1080/1097198x.2023.2297633 · Cited by 2 · see citing works
AI-Empowered Devices and Strategies to Reduce Cost in Business
Siddiqui, A. T., Jahangeer, G. S. B., & Basha, A. F. (2024) · Advances in business information systems and analytics book series · doi:10.4018/979-8-3693-3234-4.ch004 · Cited by 2 · see citing works
From neurons to networks: ethical dimensions of AI-infused neural interfaces
Phillips, V. (2025) · AI and Ethics · doi:10.1007/s43681-025-00715-7 · Cited by 2 · see citing works
Towards just democracies in the age of pervasive digital systems—a Rawlsian approach
Westerstrand, S. (2025) · AI & Society · doi:10.1007/s00146-025-02503-7 · Cited by 2 · see citing works
Digital Responsibility: Building Bridges Between Organization Theory and Information Systems
Trittin‐Ulbrich, H., Zimmer, M. P., Habersang, S., Dobusch, L., Gierlich-Joas, M., Schüßler, E., Mueller, B., Mihale-Wilson, C., Lanzl, J., Bohn, S., et al. (2025) · Schmalenbach Journal of Business Research · doi:10.1007/s41471-025-00234-5 · Cited by 2 · see citing works
Überwimmer, M., Frankus, E., Casati, L., Stack, S., Kincl, T., & Závodná, L. S. (2023) · Smart innovation, systems and technologies · doi:10.1007/978-981-99-0333-7_2 · Cited by 2 · see citing works
What does it mean to be good? The normative and metaethical problem with ‘AI for good’
Stenson, T. (2024) · AI and Ethics · doi:10.1007/s43681-024-00501-x · Cited by 1 · see citing works
Trust Dynamics in the Digital Economy: Ethical AI and Data Governance Frameworks
Shah, S. S. (2024) · Premier Journal of Artificial Intelligence · doi:10.70389/pjai.100005 · Cited by 1 · see citing works
Ali, E., Weichert, J., Sun, Y., Eldardiry, H., Zhu, Q., & Kim, D. (2025) · Ethics: An International Journal of Social, Political, and Legal Philosophy · doi:10.1109/ethics65148.2025.11098179
Jin, P. (2026) · Interactive Learning Environments · doi:10.1080/10494820.2026.2641760 · Cited by 1 · see citing works
Hasib, M., & Eko, L. S. (2026) · AI and Ethics · doi:10.1007/s43681-026-01219-8 · Cited by 1 · see citing works
Stahl, B. C., Schroeder, D., & Rodrigues, R. (2022) · SpringerBriefs in research and innovation governance · doi:10.1007/978-3-031-17040-9_5 · Cited by 1 · see citing works
Self-citationElements of AI Ethical Regulatory Framework and SDGs
Banerji, B., & Feroz, M. A. (2023) · Advances in environmental engineering and green technologies book series · doi:10.4018/979-8-3693-0892-9.ch007 · Cited by 1 · see citing works
Fairness in AI Systems Development: Beyond EU AI Act Compliance
Westerstrand, S. (2025) · Lecture notes in business information processing · doi:10.1007/978-3-031-85849-9_9 · Cited by 1 · see citing works
Clear, T. (2022) · ACM Inroads · doi:10.1145/3571089 · Cited by 1 · see citing works
Ethical Issues of the Use of Artificial Intelligence in Purchasing Negotiations
Voeth, M., Oryl, M., & Weinmann, N. (2023) · Forum Dienstleistungsmanagement · doi:10.1007/978-3-658-41815-1_24
Ethics in a digital world: The contribution of applied neuroscience
Geldenhuys, D. J. (2023) · Journal of Applied Neurosciences · doi:10.4102/jan.v2i1.9
Piao, M., Lin, J., Song, M., & Rui, C. (2024) · Computer Applications in Engineering Education · doi:10.1002/cae.22705
Ethical Challenges in Technology Development
Alsaud, N., Saleh, S., & Mubarak, M. A. (2025) · Studies in systems, decision and control · doi:10.1007/978-3-031-86708-8_7
The Future of Professional Ethics in Computing
Stahl, B. C., & Winter, S. J. (2025) · Communications of the ACM · doi:10.1145/3722550
Self-citationDigital humanities and social justice: a case-based approach
Schreibman, S., Bui, F., & Villarica, A. (2025) · Digital Scholarship in the Humanities · doi:10.1093/llc/fqaf066
Bughin, J. (2025) · AI and Ethics · doi:10.1007/s43681-025-00802-9
Hidden greens – ai's role in sustainability through opinion mining
Frešová, Z. M. (2025) · Economics and Environment · doi:10.34659/eis.2025.93.2.963
Digital responsibility as responsible organizing
Obwegeser, N., Peskova, M., Hall, M., & Grispos, G. (2026) · Journal of Information Technology Case and Application Research · doi:10.1080/15228053.2026.2614300
Ethics in the World of Artificial Intelligence
France, K. (2026) · Dental Clinics of North America · doi:10.1016/j.cden.2025.11.018
When information systems go political: a research approach for political IS discourse
Westerstrand, S. (2026) · European Journal of Information Systems · doi:10.1080/0960085x.2026.2688221
Xie, X., & Han, Y. (2026) · Journal of Business Ethics · doi:10.1007/s10551-026-06414-5
Tjano, R. N., Visagie, R., Mphahlele, R. S., Prinsloo, C., Thobejane, M. C., Louw, L. B., Kamolane, P. J., & van Zyl, D. (2026) · Algorithms · doi:10.3390/a19080682
Chittarusu, R. R. (2026) · CogNexus · doi:10.63084/cognexus.v2i2.244
AI ethics in education: Integrating pedagogy, technology, and governance
KARAKUŞ, A. (2026) · Journal of Interdisciplinary Research in Artificial Intelligence and Society · doi:10.20897/jirais/19468
- Authors
- Stahl, B. C.
- Affiliations
- De Montfort University (GB)
- Corresponding author
- Stahl, Bernd Carsten
- ORCID
- Stahl, Bernd Carsten
- Venue
- AI and Ethics
- Published
- 2021-07-31
- Volume
- 2
- Issue
- 1
- Pages
- 65-77
- ISSN
- 2730-5953 (ISSN-L)
- 2730-5961
- OpenAlex
- W3192033861
- Semantic Scholar
- f6e5b2e8967dba1910514b268cdecf8070752475
- Cited by
- 68
- References
- 110
- Citations by year
- 2026: 10 · 2025: 17 · 2024: 19 · 2023: 14 · 2022: 7 · 2021: 1
- FWCI
- 12.83
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- AI and Ethics (publishedVersion, cc-by)
- Repository@Nottingham (University of Nottingham) (publishedVersion, other-oa)
- Repository@Nottingham (University of Nottingham) (submittedVersion, cc-by)
- DMU Open Research Archive (De Montfort University) (submittedVersion)
- Funders
- Horizon 2020 (786641)
- Horizon 2020 Framework Programme (945539)
- Topics
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Cybernetics and Technology in Society
- Social Sciences › Law › Digitalization, Law, and Regulation
- Keywords
- computer ethics, AI ethics, socio-technical systems, ethical discourse, societal impact of technology, future of ethics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review