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Modeling and analysis of the effect of COVID-19 on the stock price: V and L-shape recovery
- Publication Year :
- 2020
-
Abstract
- 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 ( Ψ t ) due to institutional investors, and financial antifragility ( ϕ ) of a company, respectively. We assume that during the crash, the stock price fall is independent of the ϕ . We study the effects of shock length ( T S ) and ϕ on the stock price during the crisis period using the Ψ t obtained from both the synthetic fund flow data and real fund flow data. We observed that the possibility of recovery of stock with ϕ > 0 , termed as quality stock, decreases with an increase in T S beyond a specific period. A quality stock with higher ϕ shows V-shape recovery and outperform others. The T S and recovery period of quality stock are almost equal in the Indian market. Financially stressed stocks, i.e., the stocks with ϕ 0 , 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.
- Subjects :
- Statistics and Probability
Statistical Finance (q-fin.ST)
media_common.quotation_subject
Institutional investor
FOS: Physical sciences
Quantitative Finance - Statistical Finance
Statistical and Nonlinear Physics
Risk factor (finance)
Investment (macroeconomics)
Nonlinear Sciences - Chaotic Dynamics
01 natural sciences
010305 fluids & plasmas
FOS: Economics and business
Shock (economics)
Variable (computer science)
0103 physical sciences
Econometrics
Economics
Portfolio
Quality (business)
Chaotic Dynamics (nlin.CD)
010306 general physics
Stock (geology)
media_common
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....48db0c83b924a72bbc01486cccd442dd