Artificial intelligence impact in management accounting

Detalhes bibliográficos
Autor(a) principal: Nóbrega, Vítor Hugo Costa
Data de Publicação: 2021
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10071/23896
Resumo: Artificial intelligence (AI) is a trending technology which has the potential to revolutionize many industries and generate a significant impact on society. Management accounting (MA) is experiencing its first steps into AI implementation. To understand how the development and implementation of AI systems impact MA and its professionals, the authors developed a research model based on both quantitative (inferential statistics) and qualitative (descriptive and content statistics) statistical analysis. Results indicate that one in four companies is implement AI technologies to perform their MA function, triggering a technological change, and the most used AI technologies are text analysis and machine learning. AI-based MA solutions have advantages such as improvement of efficiency, effectiveness, and MA professionals’ focus on more value-added tasks, but also challenges regarding operation, training, security, communication, and supply. Furthermore, findings suggest that using AI-based MA solutions improves businesses’ overall decision making and improves business competitiveness.
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spelling Artificial intelligence impact in management accountingArtificial intelligenceManagement accountingDecision-makingInferential statisticsContent analysisMachine learningText analysisInteligência artificialContabilidade de gestãoEstatística inferencialAnálise de conteúdo -- Content analysisAnálise de textoArtificial intelligence (AI) is a trending technology which has the potential to revolutionize many industries and generate a significant impact on society. Management accounting (MA) is experiencing its first steps into AI implementation. To understand how the development and implementation of AI systems impact MA and its professionals, the authors developed a research model based on both quantitative (inferential statistics) and qualitative (descriptive and content statistics) statistical analysis. Results indicate that one in four companies is implement AI technologies to perform their MA function, triggering a technological change, and the most used AI technologies are text analysis and machine learning. AI-based MA solutions have advantages such as improvement of efficiency, effectiveness, and MA professionals’ focus on more value-added tasks, but also challenges regarding operation, training, security, communication, and supply. Furthermore, findings suggest that using AI-based MA solutions improves businesses’ overall decision making and improves business competitiveness.A inteligência artificial (IA) é uma tecnologia de tendência que tem o potencial de revolucionar muitas indústrias e gerar um impacto significativo na sociedade. A contabilidade de gestão (CG) está a dar os seus primeiros passos na implementação da IA. Para compreender de que forma o desenvolvimento e a implementação de sistemas de IA estão a impactar a CG e os seus profissionais, os autores desenvolveram um modelo de investigação baseado não só na análise estatística quantitativa (estatística inferencial)como também na análise qualitativa (estatística descritiva e de conteúdo). Os resultados indicam que uma em cada quatro empresas está a implementar tecnologias de IA para desempenhar a sua função de CG, que estamos a assistir a uma mudança tecnológica, e que as tecnologias de IA mais utilizadas são a análise de texto e o "machine learning". As soluções de CG baseadas na IA têm vantagens tais como a melhoria da eficiência, da eficácia, e o foco dos profissionais de CG em tarefas de maior valor acrescentado, mas também desafios relativos à operação, formação, segurança, comunicação e fornecimento. Além disso, os resultados sugerem que a utilização de soluções de CG baseadas na IA melhora a tomada de decisão global das empresas e melhora a sua competitividade.2022-10-08T00:00:00Z2021-10-08T00:00:00Z2021-10-082021-09info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10071/23896TID:202828204engNóbrega, Vítor Hugo Costainfo: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:RCAAP2023-11-09T17:53:23Zoai:repositorio.iscte-iul.pt:10071/23896Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:26:46.694117Repositório 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 Artificial intelligence impact in management accounting
title Artificial intelligence impact in management accounting
spellingShingle Artificial intelligence impact in management accounting
Nóbrega, Vítor Hugo Costa
Artificial intelligence
Management accounting
Decision-making
Inferential statistics
Content analysis
Machine learning
Text analysis
Inteligência artificial
Contabilidade de gestão
Estatística inferencial
Análise de conteúdo -- Content analysis
Análise de texto
title_short Artificial intelligence impact in management accounting
title_full Artificial intelligence impact in management accounting
title_fullStr Artificial intelligence impact in management accounting
title_full_unstemmed Artificial intelligence impact in management accounting
title_sort Artificial intelligence impact in management accounting
author Nóbrega, Vítor Hugo Costa
author_facet Nóbrega, Vítor Hugo Costa
author_role author
dc.contributor.author.fl_str_mv Nóbrega, Vítor Hugo Costa
dc.subject.por.fl_str_mv Artificial intelligence
Management accounting
Decision-making
Inferential statistics
Content analysis
Machine learning
Text analysis
Inteligência artificial
Contabilidade de gestão
Estatística inferencial
Análise de conteúdo -- Content analysis
Análise de texto
topic Artificial intelligence
Management accounting
Decision-making
Inferential statistics
Content analysis
Machine learning
Text analysis
Inteligência artificial
Contabilidade de gestão
Estatística inferencial
Análise de conteúdo -- Content analysis
Análise de texto
description Artificial intelligence (AI) is a trending technology which has the potential to revolutionize many industries and generate a significant impact on society. Management accounting (MA) is experiencing its first steps into AI implementation. To understand how the development and implementation of AI systems impact MA and its professionals, the authors developed a research model based on both quantitative (inferential statistics) and qualitative (descriptive and content statistics) statistical analysis. Results indicate that one in four companies is implement AI technologies to perform their MA function, triggering a technological change, and the most used AI technologies are text analysis and machine learning. AI-based MA solutions have advantages such as improvement of efficiency, effectiveness, and MA professionals’ focus on more value-added tasks, but also challenges regarding operation, training, security, communication, and supply. Furthermore, findings suggest that using AI-based MA solutions improves businesses’ overall decision making and improves business competitiveness.
publishDate 2021
dc.date.none.fl_str_mv 2021-10-08T00:00:00Z
2021-10-08
2021-09
2022-10-08T00:00:00Z
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/10071/23896
TID:202828204
url http://hdl.handle.net/10071/23896
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dc.language.iso.fl_str_mv eng
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instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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