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The impact of polarity score on real option valuation for multistage projects

In most cases, the valuation of the investments characterized by various stages with a high level of uncertainty is done through the compound real option valuation (ROV). This decision making support can consider various types of uncertainty that can affects these investment phases, such as that lin...

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Autores principales: Di Bari, Antonio, Santoro, Domenico, Tarrazon-Rodon, Maria Antonia, Villani, Giovanni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9947453/
https://www.ncbi.nlm.nih.gov/pubmed/36852094
http://dx.doi.org/10.1007/s11135-023-01635-6
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author Di Bari, Antonio
Santoro, Domenico
Tarrazon-Rodon, Maria Antonia
Villani, Giovanni
author_facet Di Bari, Antonio
Santoro, Domenico
Tarrazon-Rodon, Maria Antonia
Villani, Giovanni
author_sort Di Bari, Antonio
collection PubMed
description In most cases, the valuation of the investments characterized by various stages with a high level of uncertainty is done through the compound real option valuation (ROV). This decision making support can consider various types of uncertainty that can affects these investment phases, such as that linked to technology. Specifically, within the category of uncertain investments there are the broadband opportunities that can be valued as real options in order to quantify the risks associated with the investment. However, since ROV theory has no definitive way to determine model parameters based on market information, we propose one that can adjust them dynamically. In this paper, to include this aspect in the project valuation, we have unified the ROV with the sentiment analysis, a natural language processing technique that allows us to quantify the polarity of expressions in natural language numerically. In particular, the inherent risks related to the different phases of the project can be extracted from the information present in the surrounding environment and published in newspapers. From there, we obtain a sentiment score which, through appropriate manipulations, manages to modify the evaluation of the success probabilities of each stage. Then, we embed these success probabilities in the ROV in order to provide a valuation methodology that includes the impact of information on the investment decision.
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spelling pubmed-99474532023-02-23 The impact of polarity score on real option valuation for multistage projects Di Bari, Antonio Santoro, Domenico Tarrazon-Rodon, Maria Antonia Villani, Giovanni Qual Quant Article In most cases, the valuation of the investments characterized by various stages with a high level of uncertainty is done through the compound real option valuation (ROV). This decision making support can consider various types of uncertainty that can affects these investment phases, such as that linked to technology. Specifically, within the category of uncertain investments there are the broadband opportunities that can be valued as real options in order to quantify the risks associated with the investment. However, since ROV theory has no definitive way to determine model parameters based on market information, we propose one that can adjust them dynamically. In this paper, to include this aspect in the project valuation, we have unified the ROV with the sentiment analysis, a natural language processing technique that allows us to quantify the polarity of expressions in natural language numerically. In particular, the inherent risks related to the different phases of the project can be extracted from the information present in the surrounding environment and published in newspapers. From there, we obtain a sentiment score which, through appropriate manipulations, manages to modify the evaluation of the success probabilities of each stage. Then, we embed these success probabilities in the ROV in order to provide a valuation methodology that includes the impact of information on the investment decision. Springer Netherlands 2023-02-23 /pmc/articles/PMC9947453/ /pubmed/36852094 http://dx.doi.org/10.1007/s11135-023-01635-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Di Bari, Antonio
Santoro, Domenico
Tarrazon-Rodon, Maria Antonia
Villani, Giovanni
The impact of polarity score on real option valuation for multistage projects
title The impact of polarity score on real option valuation for multistage projects
title_full The impact of polarity score on real option valuation for multistage projects
title_fullStr The impact of polarity score on real option valuation for multistage projects
title_full_unstemmed The impact of polarity score on real option valuation for multistage projects
title_short The impact of polarity score on real option valuation for multistage projects
title_sort impact of polarity score on real option valuation for multistage projects
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9947453/
https://www.ncbi.nlm.nih.gov/pubmed/36852094
http://dx.doi.org/10.1007/s11135-023-01635-6
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