From AI ethics principles to data science practice: a reflection and a gap analysis based on recent frameworks and practical experience
In the field of AI ethics, after the introduction of ethical frameworks and the evaluation
thereof, we seem to have arrived at a third wave in which the operationalisation of ethics is
central. Operationalisation is required, since ethics frameworks are often not suited to be
used by data scientists in the development of AI-based services or products. Therefore, in
this paper, we aim to contribute to this third wave by mapping AI ethical principles onto the
lifecycle of an AI-based digital service or product and combining it with an explicit …
thereof, we seem to have arrived at a third wave in which the operationalisation of ethics is
central. Operationalisation is required, since ethics frameworks are often not suited to be
used by data scientists in the development of AI-based services or products. Therefore, in
this paper, we aim to contribute to this third wave by mapping AI ethical principles onto the
lifecycle of an AI-based digital service or product and combining it with an explicit …