The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models

Detalhes bibliográficos
Autor(a) principal: Santos, Pedro Henrique Godeiro Heleno dos
Data de Publicação: 2023
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/148528
Resumo: Dissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business Analytics
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spelling The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance modelsInsuranceMachine LearningTelematicInsurance PricingDomínio/Área Científica::Ciências Naturais::Ciências da Computação e da InformaçãoDissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business AnalyticsThis work focuses on the use of Telematic Car Data in insurance pricing. Nowadays, since the data to do this kind of research is not easily accessible due to the amount of sensitive personal information, we do not know much about the impact of this kind of data on insurance pricing. In this work, we used real data using an NDA. We used different feature selection techniques to assess the importance of Telematic Features compared to conventional insurance data and different Machine Learning algorithms to evaluate how the Telematic Data influences the prediction power of a claim happening. Towards the end of our work, we could see that using Telematic Data in insurance pricing increases our algorithms' prediction power and opens plenty of doors on the the use of Telematic Data for the future of insurance pricing.Henriques, Roberto André PereiraRUNSantos, Pedro Henrique Godeiro Heleno dos2023-02-02T10:23:06Z2023-01-232023-01-23T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/148528TID:203210476enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T05:30:08Zoai:run.unl.pt:10362/148528Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:53:23.892757Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
title The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
spellingShingle The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
Santos, Pedro Henrique Godeiro Heleno dos
Insurance
Machine Learning
Telematic
Insurance Pricing
Domínio/Área Científica::Ciências Naturais::Ciências da Computação e da Informação
title_short The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
title_full The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
title_fullStr The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
title_full_unstemmed The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
title_sort The use of telematic data on car insurance: How to use Machine Learning Models to implement telematic data on car insurance models
author Santos, Pedro Henrique Godeiro Heleno dos
author_facet Santos, Pedro Henrique Godeiro Heleno dos
author_role author
dc.contributor.none.fl_str_mv Henriques, Roberto André Pereira
RUN
dc.contributor.author.fl_str_mv Santos, Pedro Henrique Godeiro Heleno dos
dc.subject.por.fl_str_mv Insurance
Machine Learning
Telematic
Insurance Pricing
Domínio/Área Científica::Ciências Naturais::Ciências da Computação e da Informação
topic Insurance
Machine Learning
Telematic
Insurance Pricing
Domínio/Área Científica::Ciências Naturais::Ciências da Computação e da Informação
description Dissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business Analytics
publishDate 2023
dc.date.none.fl_str_mv 2023-02-02T10:23:06Z
2023-01-23
2023-01-23T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/148528
TID:203210476
url http://hdl.handle.net/10362/148528
identifier_str_mv TID:203210476
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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