Mathematics (Jul 2023)

Has the COVID-19 Pandemic Led to a Switch in the Volatility of Biopharmaceutical Companies?

  • Adriana AnaMaria Davidescu,
  • Eduard Mihai Manta,
  • Oana Mihaela Vacaru (Boita),
  • Mihaela Gruiescu,
  • Razvan Gabriel Hapau,
  • Paul Laurentiu Baranga

DOI
https://doi.org/10.3390/math11143116
Journal volume & issue
Vol. 11, no. 14
p. 3116

Abstract

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Biopharmaceutical companies are critical in developing vaccines, treatments, and diagnostics for COVID-19. Thus, understanding the contagion effects of their stock market can have important economic implications, especially in the context of global financial markets. Due to the COVID-19 pandemic, biopharmaceutical companies’ stock markets may have experienced sudden volatility and risk changes, which may have had spillover effects on other sectors and markets. Policymakers can take pre-emptive measures to stabilize financial markets. Analyzing the contagion effects makes it even more relevant to analyze the stock market response of four leading pharmaceutical companies that either developed vaccines against COVID-19 or drugs that help to fight the virus, namely, Pfizer, AbbVie Inc., Sanofi, and Bristol Myers Squibb. The analysis considers two periods, before and during the COVID-19 crisis, and considers the influence of the market volatility and technological market index. In order to capture the contagion effects, DCC-GARCH models have been applied, which estimate time-varying correlation coefficients using a multivariate GARCH framework, allowing for the modeling of time-varying volatility and correlations in financial returns. The results reveal the impact of market volatility on the returns of all four pharmaceutical companies. Additionally, a contagion effect between all four companies, the technological market, and market volatility was observed during the COVID-19 period.

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