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THE EFFECT OF COVID 19 ON THE
RETURN-VOLATILITY RELATIONSHIP
IN CRYPTOCURRENCY MARKETS
INTRODUCTION
 Digital currencies have been developed only after the global recession in
2008. Therefore, there is only little knowledge about the behavior of
cryptocurrency during financial crisis.
 This study will examine if the return volatility of cryptocurrencies in pre-
COVID-19 and COVID-19 periods caused any differences in returns.
 The ten most traded cryptocurrency market returns are examined in this
study using the ARMA-EGARCH model to determine the impact of return
volatility both before and during the COVID-19 epidemic.
LITERATURE REVIEW
 Corbet in 2018 look at how cryptocurrencies and other financial assets change
over time.
 Bjerg in 2016 explained that Bitcoin is money
 Katsiampa in 2017 compares several competing GARCH-type models to find
out how volatility works in the case of cryptocurrencies.
 Kakinaka in 2021 use the fractal method of MF-ADCCA to study the
asymmetric cross-correlation between price return and return volatility in
cryptocurrency markets.
NEED FOR THE STUDY – RESEARCH GAP
 Existing literatures restricts their analysis to a few cryptocurrency markets,
primarily Bitcoin and Ethereum.
 This study evaluates the ten most traded cryptocurrency markets
 This study took into account nearly the same sample size for both the time
period before and after the COVID-19 pandemic.
RESEARCH QUESTION
 How the effect of covid 19 pandemic impacted on the return-volatility
relationship in ten most traded cryptocurrencies, namely Tether, Bitcoin,
Ethereum, Ripple, Litecoin, Bitcoin Cash, EOS, Chainlink, Cardano, and
Monero during and prior to Covid 19 ?
 Whether cryptocurrency can be considered a suitable asset for investing
during the pandemic period ?
OBJECTIVES
 To examine the effect of Covid 19 pandemic on return volatilities of the ten
most traded cryptocurrencies.
 To study, evaluate, and investigate the dynamics of cryptocurrencies before
and during the COVID-19 pandemic and to compare it with other financial
assets.
 To find out whether there is any correlation between volatility of
cryptocurrency and other financial assets.
HYPOTHESIS
 Hypothesis 2 (H2). The mean absolute percentage error for the volatility of
cryptocurrency before the COVID-19 outbreak is more than during the COVID-
19 outbreak.
 Hypothesis 1 (H1). The volatility of cryptocurrency is higher than that of other
financial assets.
 Hypothesis 3 (H3). There is a positive correlation between Bitcoin, S&P 500,
gold and TLT
SCOPE OF THE STUDY
 The period from January 01, 2019 to December 31, 2019 is considered as pre-
COVID-19 pandemic period, while the period from January 01, 2020 to
December 31, 2020 is during COVID-19 pandemic.
 The pandemic period is just considered the 2020 year to ensure sample sizes
for pre-pandemic and during pandemic periods are comparable for the
current analysis.
 Daily closing prices of the ten most traded cryptocurrencies, daily prices of
Gold, and WTI, and BRENT Crude Oil prices are collected for a period from
January 01, 2019 to December 31, 2020.
 The cryptocurrencies studied in this paper are Tether, Bitcoin, Ethereum,
Ripple, Litecoin, Bitcoin Cash, EOS, Chainlink, Cardano, and Monero.
METHODOLOGY
 Research Design- Quantitative research
 Data Collection method- Secondary Data
 Data analysis tools- R studio, IBM SPSS, Microsoft Excel
 EGARCH-M is used to examine the return-volatility relationship
 Autoregressive Moving Average (ARMA) model is used to estimate mean
returns.
REFERENCES
 Bjerg, O. (2016). How is bitcoin money? Theory, Culture & Society, 33.
 Corbet, S. A. (2018). Exploring the dynamic relationships between cryptocurrencies and other
financial assets. Economics Letters, 165. Retrieved from
https://www.sciencedirect.com/science/article/abs/pii/S0165176518300041?via%3Dihub
 Cryptocompare. (2022). Retrieved from Cryptocompare: https://www.cryptocompare.com/
 Kakinaka, S. U. (2021). Exploring asymmetric multifractal cross-correlations of price–volatility
and asymmetric volatility dynamics in cryptocurrency markets. Physica A, 581.
 Katsiampa, P. (2017). Volatility estimation for Bitcoin: A comparison of GARCH models.
Econom. Lett, 158.
 Parisa Foroutan, S. L. (2022). The effect of COVID-19 pandemic on return-volume and return-
volatility relationships in cryptocurrency markets. Chaos, Solitons and Fractals.
 Slickcharts. (2022). Slickcharts. Retrieved from Slickcharts:
https://www.slickcharts.com/currency

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THE EFFECT OF COVID 19 ON THE RETURN-VOLATILITY.pptx

  • 1. THE EFFECT OF COVID 19 ON THE RETURN-VOLATILITY RELATIONSHIP IN CRYPTOCURRENCY MARKETS
  • 2. INTRODUCTION  Digital currencies have been developed only after the global recession in 2008. Therefore, there is only little knowledge about the behavior of cryptocurrency during financial crisis.  This study will examine if the return volatility of cryptocurrencies in pre- COVID-19 and COVID-19 periods caused any differences in returns.  The ten most traded cryptocurrency market returns are examined in this study using the ARMA-EGARCH model to determine the impact of return volatility both before and during the COVID-19 epidemic.
  • 3. LITERATURE REVIEW  Corbet in 2018 look at how cryptocurrencies and other financial assets change over time.  Bjerg in 2016 explained that Bitcoin is money  Katsiampa in 2017 compares several competing GARCH-type models to find out how volatility works in the case of cryptocurrencies.  Kakinaka in 2021 use the fractal method of MF-ADCCA to study the asymmetric cross-correlation between price return and return volatility in cryptocurrency markets.
  • 4. NEED FOR THE STUDY – RESEARCH GAP  Existing literatures restricts their analysis to a few cryptocurrency markets, primarily Bitcoin and Ethereum.  This study evaluates the ten most traded cryptocurrency markets  This study took into account nearly the same sample size for both the time period before and after the COVID-19 pandemic.
  • 5. RESEARCH QUESTION  How the effect of covid 19 pandemic impacted on the return-volatility relationship in ten most traded cryptocurrencies, namely Tether, Bitcoin, Ethereum, Ripple, Litecoin, Bitcoin Cash, EOS, Chainlink, Cardano, and Monero during and prior to Covid 19 ?  Whether cryptocurrency can be considered a suitable asset for investing during the pandemic period ?
  • 6. OBJECTIVES  To examine the effect of Covid 19 pandemic on return volatilities of the ten most traded cryptocurrencies.  To study, evaluate, and investigate the dynamics of cryptocurrencies before and during the COVID-19 pandemic and to compare it with other financial assets.  To find out whether there is any correlation between volatility of cryptocurrency and other financial assets.
  • 7. HYPOTHESIS  Hypothesis 2 (H2). The mean absolute percentage error for the volatility of cryptocurrency before the COVID-19 outbreak is more than during the COVID- 19 outbreak.  Hypothesis 1 (H1). The volatility of cryptocurrency is higher than that of other financial assets.  Hypothesis 3 (H3). There is a positive correlation between Bitcoin, S&P 500, gold and TLT
  • 8. SCOPE OF THE STUDY  The period from January 01, 2019 to December 31, 2019 is considered as pre- COVID-19 pandemic period, while the period from January 01, 2020 to December 31, 2020 is during COVID-19 pandemic.  The pandemic period is just considered the 2020 year to ensure sample sizes for pre-pandemic and during pandemic periods are comparable for the current analysis.  Daily closing prices of the ten most traded cryptocurrencies, daily prices of Gold, and WTI, and BRENT Crude Oil prices are collected for a period from January 01, 2019 to December 31, 2020.  The cryptocurrencies studied in this paper are Tether, Bitcoin, Ethereum, Ripple, Litecoin, Bitcoin Cash, EOS, Chainlink, Cardano, and Monero.
  • 9. METHODOLOGY  Research Design- Quantitative research  Data Collection method- Secondary Data  Data analysis tools- R studio, IBM SPSS, Microsoft Excel  EGARCH-M is used to examine the return-volatility relationship  Autoregressive Moving Average (ARMA) model is used to estimate mean returns.
  • 10. REFERENCES  Bjerg, O. (2016). How is bitcoin money? Theory, Culture & Society, 33.  Corbet, S. A. (2018). Exploring the dynamic relationships between cryptocurrencies and other financial assets. Economics Letters, 165. Retrieved from https://www.sciencedirect.com/science/article/abs/pii/S0165176518300041?via%3Dihub  Cryptocompare. (2022). Retrieved from Cryptocompare: https://www.cryptocompare.com/  Kakinaka, S. U. (2021). Exploring asymmetric multifractal cross-correlations of price–volatility and asymmetric volatility dynamics in cryptocurrency markets. Physica A, 581.  Katsiampa, P. (2017). Volatility estimation for Bitcoin: A comparison of GARCH models. Econom. Lett, 158.  Parisa Foroutan, S. L. (2022). The effect of COVID-19 pandemic on return-volume and return- volatility relationships in cryptocurrency markets. Chaos, Solitons and Fractals.  Slickcharts. (2022). Slickcharts. Retrieved from Slickcharts: https://www.slickcharts.com/currency