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Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery
The emergence of the COVID-19 pandemic, a new and novel risk factor, leads to the stock price crash due to the investors’ rapid and synchronous sell-off. However, within a short period, the quality sectors start recovering from the bottom. A stock price model has been developed to capture the price...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9757979/ https://www.ncbi.nlm.nih.gov/pubmed/36568062 http://dx.doi.org/10.1016/j.physa.2021.126008 |
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author | Mahata, Ajit Rai, Anish Nurujjaman, Md. Prakash, Om |
author_facet | Mahata, Ajit Rai, Anish Nurujjaman, Md. Prakash, Om |
author_sort | Mahata, Ajit |
collection | PubMed |
description | The emergence of the COVID-19 pandemic, a new and novel risk factor, leads to the stock price crash due to the investors’ rapid and synchronous sell-off. However, within a short period, the quality sectors start recovering from the bottom. A stock price model has been developed to capture the price dynamics during shock and recovery phases of such crisis. The main variable and parameter of the model are the net fund flow ([Formula: see text]) due to institutional investors, and financial antifragility ([Formula: see text]) of a company, respectively. We assume that during the crash, the stock price fall is independent of the [Formula: see text]. We study the effects of shock length ([Formula: see text]) and [Formula: see text] on the stock price during the crisis period using the [Formula: see text] obtained from both the synthetic fund flow data and real fund flow data. We observed that the possibility of recovery of stock with [Formula: see text] , termed as quality stock, decreases with an increase in [Formula: see text] beyond a specific period. A quality stock with higher [Formula: see text] shows V-shape recovery and outperform others. The [Formula: see text] and recovery period of quality stock are almost equal in the Indian market. Financially stressed stocks, i.e., the stocks with [Formula: see text] , show L-shape recovery during the pandemic. The stock data and model analysis show that the investors, in the uncertainty like COVID-19, invest in the quality stocks to restructure their portfolio to reduce the risk. The study may help the investors to make the right investment decision during a crisis. |
format | Online Article Text |
id | pubmed-9757979 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97579792022-12-19 Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery Mahata, Ajit Rai, Anish Nurujjaman, Md. Prakash, Om Physica A Article The emergence of the COVID-19 pandemic, a new and novel risk factor, leads to the stock price crash due to the investors’ rapid and synchronous sell-off. However, within a short period, the quality sectors start recovering from the bottom. A stock price model has been developed to capture the price dynamics during shock and recovery phases of such crisis. The main variable and parameter of the model are the net fund flow ([Formula: see text]) due to institutional investors, and financial antifragility ([Formula: see text]) of a company, respectively. We assume that during the crash, the stock price fall is independent of the [Formula: see text]. We study the effects of shock length ([Formula: see text]) and [Formula: see text] on the stock price during the crisis period using the [Formula: see text] obtained from both the synthetic fund flow data and real fund flow data. We observed that the possibility of recovery of stock with [Formula: see text] , termed as quality stock, decreases with an increase in [Formula: see text] beyond a specific period. A quality stock with higher [Formula: see text] shows V-shape recovery and outperform others. The [Formula: see text] and recovery period of quality stock are almost equal in the Indian market. Financially stressed stocks, i.e., the stocks with [Formula: see text] , show L-shape recovery during the pandemic. The stock data and model analysis show that the investors, in the uncertainty like COVID-19, invest in the quality stocks to restructure their portfolio to reduce the risk. The study may help the investors to make the right investment decision during a crisis. Elsevier B.V. 2021-07-15 2021-04-15 /pmc/articles/PMC9757979/ /pubmed/36568062 http://dx.doi.org/10.1016/j.physa.2021.126008 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Mahata, Ajit Rai, Anish Nurujjaman, Md. Prakash, Om Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery |
title | Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery |
title_full | Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery |
title_fullStr | Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery |
title_full_unstemmed | Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery |
title_short | Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery |
title_sort | modeling and analysis of the effect of covid-19 on the stock price: v and l-shape recovery |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9757979/ https://www.ncbi.nlm.nih.gov/pubmed/36568062 http://dx.doi.org/10.1016/j.physa.2021.126008 |
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