Current state of practice on AI ethics implementation in the industry
Tekijät
Päivämäärä
2020Pääsyrajoitukset
Tekijä ei ole antanut lupaa avoimeen julkaisuun, joten aineisto on luettavissa vain Jyväskylän yliopiston kirjaston arkistotyösemalta. Ks. https://kirjasto.jyu.fi/fi/tyoskentelytilat/laitteet-ja-tilat..
This thesis consists of two articles discussing the current state of practice on
artificial intelligence (AI) ethics implementation in the industry. As the usage of
AI in systems affecting peoples’ everyday lives constantly increases, public demand
for ethical consideration in AI development and deployment grows as
well. AI ethics has been discussed in the academia for decades, but a consensus
has yet to be found on what it means and contains. In this study, a framework
for AI ethics research is constructed based on ethical principles frequently discussed
in academic literature. Based on the framework, first, a multiple case
study via semi-structured interviews in software companies developing AI systems
is conducted, to gain a preliminary understanding on the AI ethics implementation
in the industry. Second, a large-scale industrial survey is executed in
order to achieve an in-depth understanding on the current state of practice on
AI ethics implementation in the industry, and through larger sampling be able
to generalize the results. The study found a clear gap between research and
practice regarding the implementation of AI ethics. In particular, developers are
not aware of the academic discourse on AI ethics and they consider AI ethics
important only in principle. As a result, AI ethics principles are not implemented
in practice. It was also discovered that the industry professionals do not utilize
any tools or methods to implement AI ethics, and the industry does not
have any common practices for the implementation of AI ethics either. In this
study, means are suggested for narrowing the gap between research and practice
for better implementation of ethics in AI system development.
...
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Samankaltainen aineisto
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Implementing Ethics in AI : Initial Results of an Industrial Multiple Case Study
Vakkuri, Ville; Kemell, Kai-Kristian; Abrahamsson, Pekka (Springer, 2019)Artificial intelligence (AI) is becoming increasingly widespread in system development endeavors. As AI systems affect various stakeholders due to their unique nature, the growing influence of these systems calls for ethical ... -
The Current State of Industrial Practice in Artificial Intelligence Ethics
Vakkuri, Ville; Kemell, Kai-Kristian; Kultanen, Joni; Abrahamsson, Pekka (IEEE, 2020)As Artificial Intelligence (AI) systems become increasingly widespread, we have begun to witness various failures highlighting issues in these systems. These incidents have sparked public discussion related to AI ethics ... -
“This is Just a Prototype” : How Ethics Are Ignored in Software Startup-Like Environments
Vakkuri, V.; Kemell, K. K.; Jantunen, M., Abrahamsson, P. (Springer, 2020)Artificial Intelligence (AI) solutions are becoming increasingly common in software development endeavors, and consequently exert a growing societal influence as well. Due to their unique nature, AI based systems influence ... -
AI Ethics in Industry : A Research Framework
Vakkuri, Ville; Kemell, Kai-Kristian; Abrahamsson, Pekka (RWTH Aachen University, 2019)Artificial Intelligence (AI) systems exert a growing influence on our society. As they become more ubiquitous, their potential negative impacts also become evident through various real-world incidents. Following such early ... -
How Do Software Companies Deal with Artificial Intelligence Ethics? : A Gap Analysis
Vakkuri, Ville; Kemell, Kai-Kristian; Tolvanen, Joel; Jantunen, Marianna; Halme, Erika; Abrahamsson, Pekka (ACM, 2022)The public and academic discussion on Artificial Intelligence (AI) ethics is accelerating and the general public is becoming more aware AI ethics issues such as data privacy in these systems. To guide ethical development ...
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