Is it profitable to trade solely upon financial narratives? : portfolio creation based on textual analysis
Main Author: | |
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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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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 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
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publishedVersion |
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http://hdl.handle.net/10400.14/47555 urn:tid:203746732 |
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http://hdl.handle.net/10400.14/47555 |
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eng |
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