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Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market

The European Union (EU) has a strong reputation and track record for the development of guidelines for the ethical use of artificial intelligence (AI) generally. In this paper, we discuss the development of an AI and ethical framework by the European Insurance and Occupational Pensions Authority (EI...

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Detalles Bibliográficos
Autores principales: Mullins, Martin, Holland, Christopher P., Cunneen, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8515007/
https://www.ncbi.nlm.nih.gov/pubmed/34693379
http://dx.doi.org/10.1016/j.patter.2021.100362
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author Mullins, Martin
Holland, Christopher P.
Cunneen, Martin
author_facet Mullins, Martin
Holland, Christopher P.
Cunneen, Martin
author_sort Mullins, Martin
collection PubMed
description The European Union (EU) has a strong reputation and track record for the development of guidelines for the ethical use of artificial intelligence (AI) generally. In this paper, we discuss the development of an AI and ethical framework by the European Insurance and Occupational Pensions Authority (EIOPA), for the European insurance market. EIOPA's earlier report on big data analytics (EIOPA, 2019) provided a foundation to analyze the complex range of issues associated with AI being deployed in insurance, such as behavioral insurance, parametric products, novel pricing and risk assessment algorithms, e-service, and claims management. The paper presents an overview of AI in insurance applications throughout the insurance value chain. A general discussion of ethics, AI, and insurance is provided, and a new hierarchical model is presented that describes insurance as a complex system that can be analyzed by taking a layered, multi-level approach that maps ethical issues directly to specific level(s).
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spelling pubmed-85150072021-10-21 Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market Mullins, Martin Holland, Christopher P. Cunneen, Martin Patterns (N Y) Article The European Union (EU) has a strong reputation and track record for the development of guidelines for the ethical use of artificial intelligence (AI) generally. In this paper, we discuss the development of an AI and ethical framework by the European Insurance and Occupational Pensions Authority (EIOPA), for the European insurance market. EIOPA's earlier report on big data analytics (EIOPA, 2019) provided a foundation to analyze the complex range of issues associated with AI being deployed in insurance, such as behavioral insurance, parametric products, novel pricing and risk assessment algorithms, e-service, and claims management. The paper presents an overview of AI in insurance applications throughout the insurance value chain. A general discussion of ethics, AI, and insurance is provided, and a new hierarchical model is presented that describes insurance as a complex system that can be analyzed by taking a layered, multi-level approach that maps ethical issues directly to specific level(s). Elsevier 2021-10-08 /pmc/articles/PMC8515007/ /pubmed/34693379 http://dx.doi.org/10.1016/j.patter.2021.100362 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Mullins, Martin
Holland, Christopher P.
Cunneen, Martin
Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market
title Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market
title_full Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market
title_fullStr Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market
title_full_unstemmed Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market
title_short Creating ethics guidelines for artificial intelligence and big data analytics customers: The case of the consumer European insurance market
title_sort creating ethics guidelines for artificial intelligence and big data analytics customers: the case of the consumer european insurance market
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8515007/
https://www.ncbi.nlm.nih.gov/pubmed/34693379
http://dx.doi.org/10.1016/j.patter.2021.100362
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