Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis

Bibliographic Details
Main Author: Gouveia, Diogo António Evangelista
Publication Date: 2024
Format: Master thesis
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10400.14/47555
Summary: The research aims to understand if profitability can be achieved relying solely on textual analysis metrics, such as word count, Flesch score, Fog index, causal reasoning, forward-looking indicators, uncertainty, and net tone. The characteristics of financial narratives were examined across three different sections of the annual report, the entire document, the Chairman's and the CEO's statements. Ten portfolios for each characteristic were constructed with equal weighting of short and long positions, determined by the top and bottom performers identified within the narrative, based on the literature available. However, findings indicate that, based on the portfolio construction criteria, exclusive dependence on narrative measures is not a viable approach for achieving profitability and mostly leads to value erosion.
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spelling Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysisFinancial narrativeTextual analysisPortfolio creationWord countFlesch scoreCasual reasoningForward lookingUncertaintyNet toneNarrative financeiraAnálise textualConstrução de portfólioThe research aims to understand if profitability can be achieved relying solely on textual analysis metrics, such as word count, Flesch score, Fog index, causal reasoning, forward-looking indicators, uncertainty, and net tone. The characteristics of financial narratives were examined across three different sections of the annual report, the entire document, the Chairman's and the CEO's statements. Ten portfolios for each characteristic were constructed with equal weighting of short and long positions, determined by the top and bottom performers identified within the narrative, based on the literature available. However, findings indicate that, based on the portfolio construction criteria, exclusive dependence on narrative measures is not a viable approach for achieving profitability and mostly leads to value erosion.Alves, Paulo Alexandre PimentaVeritatiGouveia, Diogo António Evangelista2024-07-152024-032025-12-01T00:00:00Z2024-07-15T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10400.14/47555urn:tid:203746732enginfo:eu-repo/semantics/embargoedAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-03-13T11:20:01Zoai:repositorio.ucp.pt:10400.14/47555Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T01:41:20.292340Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
title Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
spellingShingle Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
Gouveia, Diogo António Evangelista
Financial narrative
Textual analysis
Portfolio creation
Word count
Flesch score
Casual reasoning
Forward looking
Uncertainty
Net tone
Narrative financeira
Análise textual
Construção de portfólio
title_short Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
title_full Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
title_fullStr Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
title_full_unstemmed Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
title_sort Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
author Gouveia, Diogo António Evangelista
author_facet Gouveia, Diogo António Evangelista
author_role author
dc.contributor.none.fl_str_mv Alves, Paulo Alexandre Pimenta
Veritati
dc.contributor.author.fl_str_mv Gouveia, Diogo António Evangelista
dc.subject.por.fl_str_mv Financial narrative
Textual analysis
Portfolio creation
Word count
Flesch score
Casual reasoning
Forward looking
Uncertainty
Net tone
Narrative financeira
Análise textual
Construção de portfólio
topic Financial narrative
Textual analysis
Portfolio creation
Word count
Flesch score
Casual reasoning
Forward looking
Uncertainty
Net tone
Narrative financeira
Análise textual
Construção de portfólio
description The research aims to understand if profitability can be achieved relying solely on textual analysis metrics, such as word count, Flesch score, Fog index, causal reasoning, forward-looking indicators, uncertainty, and net tone. The characteristics of financial narratives were examined across three different sections of the annual report, the entire document, the Chairman's and the CEO's statements. Ten portfolios for each characteristic were constructed with equal weighting of short and long positions, determined by the top and bottom performers identified within the narrative, based on the literature available. However, findings indicate that, based on the portfolio construction criteria, exclusive dependence on narrative measures is not a viable approach for achieving profitability and mostly leads to value erosion.
publishDate 2024
dc.date.none.fl_str_mv 2024-07-15
2024-03
2024-07-15T00:00:00Z
2025-12-01T00:00:00Z
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dc.language.iso.fl_str_mv eng
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repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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