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ECCOLA : a Method for Implementing Ethically Aligned AI Systems

Year of publication

2020

Authors

Vakkuri, Ville; Kemell, Kai-Kristian; Abrahamsson, Pekka

Abstract

Various recent Artificial Intelligence (AI) system failures, some of which have made the global headlines, have highlighted issues in these systems. These failures have resulted in calls for more ethical AI systems that better take into account their effects on various stakeholders. However, implementing AI ethics into practice is still an on-going challenge. High-level guidelines for doing so exist, devised by governments and private organizations alike, but lack practicality for developers. To address this issue, in this paper, we present a method for implementing AI ethics. The method, ECCOLA, has been iteratively developed using a cyclical action design research approach. The method aims at making the high-level AI ethics principles more practical, making it possible for developers to more easily implement them in practice.
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Organizations and authors

University of Jyväskylä

Kemell Kai-Kristian

Abrahamsson Pekka

Vakkuri Ville

Publication type

Publication format

Article

Parent publication type

Conference

Article type

Other article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A4 Article in conference proceedings

Open access

Open access in the publisher’s service

No

Self-archived

Yes

Other information

Fields of science

Computer and information sciences

Keywords

[object Object],[object Object],[object Object],[object Object]

Publication country

United States

Internationality of the publisher

International

Language

English

International co-publication

No

Co-publication with a company

No

DOI

10.1109/seaa51224.2020.00043

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes