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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...

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Detalles Bibliográficos
Autores principales: Mahata, Ajit, Rai, Anish, Nurujjaman, Md., Prakash, Om
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier B.V. 2021
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
Descripción
Sumario: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.