Flight-to-quality or not? Evidence from China's green bond and green equity markets during COVID-19 crisis

This study investigates the time-varying interdependence relationships between green bonds and green equity returns in China before and during the COVID-19 period. The rolling-window Copula Quantile-on-Quantile regression method has been employed to capture the dynamic dependence structure of the asset returns. The empirical results are as follows: First, the green bond-green equity correlations have increased significantly during the COVID-19 pandemic era. Second, the heterogeneous dependencies across different quantiles show the time-varying information transmission mechanism between green financial markets depending on the market conditions. Specifically, the correlations have increased around median level given pandemic shocks and an opposite correlation movement can be found in extreme quantiles, supporting the ‘flight-to-quality' effect.

Stock-bond dependence and flight to/from quality

This paper investigates the stock-bond dependence structure using a dependence-switching copula model. The model allows stock-bond dependence to switch between positive dependence regimes (contagions or crashes of the two markets during downturns or booms in both markets during upturns) and negative dependence regimes (flight-to-quality from stock markets to bond markets or flight-from-quality from bond markets to stock markets). Using data from four developed markets including the US, Canada, Germany, and France for the period between January 1985 and August 2022, we find that the within-country stock-bond (extreme) dependence could be both positive and negative. In the positive dependence regimes, the stock-bond dependence is asymmetric with stronger left tail dependence than the right tail dependence, giving evidence of a higher likelihood of joint stock-bond market crashes or contagions during market downturns than the collective stock-bond market booms. Under the negative dependence regimes, we find both flight-from-quality and flight-to-quality, with flight-to-quality being more dominant in the North American markets while flight -from-quality is more prominent in the European markets. Further, the dependence switches between positive and negative regimes over time. Moreover, the dependence is mainly in the positive regimes before 2000 while mostly in the negative regimes after that, indicating contagions mostly before 2000 and flights afterwards. Further, the dependence switches between positive and negative regimes around financial crises and the COVID-19 pandemic. These results greatly enrich the findings in the existing literature on the co-movements of stock-bond markets and are important for risk management and asset pricing.

Stock–bond dependence and flight to/from quality

This paper investigates the stock–bond dependence structure using a dependence-switching copula model. The model allows stock–bond dependence to switch between positive dependence regimes (contagions or crashes of the two markets during downturns or booms in both markets during upturns) and negative dependence regimes (flight-to-quality from stock markets to bond markets or flight-from-quality from bond markets to stock markets). Using data from four developed markets including the US, Canada, Germany, and France for the period between January 1985 and August 2022, we find that the within-country stock–bond (extreme) dependence could be both positive and negative. In the positive dependence regimes, the stock–bond dependence is asymmetric with stronger left tail dependence than the right tail dependence, giving evidence of a higher likelihood of joint stock–bond market crashes or contagions during market downturns than the collective stock–bond market booms. Under the negative dependence regimes, we find both flight-from-quality and flight-to-quality, with flight-to-quality being more dominant in the North American markets while flight-from-quality is more prominent in the European markets. Further, the dependence switches between positive and negative regimes over time. Moreover, the dependence is mainly in the positive regimes before 2000 while mostly in the negative regimes after that, indicating contagions mostly before 2000 and flights afterwards. Further, the dependence switches between positive and negative regimes around financial crises and the COVID-19 pandemic. These results greatly enrich the findings in the existing literature on the co-movements of stock–bond markets and are important for risk management and asset pricing. © 2022 Elsevier Inc.

Flights-to-quality from EM Bonds to safe-haven US Treasury Securities: A time-frequency Analysis

We study 2001–2020 flight-to-quality episodes encompassing two planetary-scale crises: the Global Financial Crisis (GFC) of 2007–2008 and the coronavirus-triggered global meltdown. We focus on time-frequency lead-lag nexuses between holding emerging market (EM) debt and investing in relatively risk-free US Treasuries. Wavelet coherency along with the phase-difference approach is used. Our results reveal varying lead-lag patterns and low-coherence zones between EM bonds and US Treasuries, which imply the existence of appealing diversification attributes. The flights-to-quality during the crisis periods, such as the GFC and COVID-19 pandemic, emphasize the safe-haven characteristics of US Treasures. They also evidence that the post-Covid tightening of credit spreads to the pre-crisis levels is faster than the post-GFC recovery. We demonstrate that for EM debt investors, the US Treasury market allows for dynamic risk mitigation strategies during both global crises. © 2022 Taylor & Francis Group, LLC.

Stock-bond dependence and flight to/from quality

This paper investigates the stock-bond dependence structure using a dependence-switching copula model. The model allows stock-bond dependence to switch between positive dependence regimes (contagions or crashes of the two markets during downturns or booms in both markets during upturns) and negative dependence regimes (flight-to-quality from stock markets to bond markets or flight-from-quality from bond markets to stock markets). Using data from four developed markets including the US, Canada, Germany, and France for the period between January 1985 and August 2022, we find that the within-country stock-bond (extreme) dependence could be both positive and negative. In the positive dependence regimes, the stock-bond dependence is asymmetric with stronger left tail dependence than the right tail dependence, giving evidence of a higher likelihood of joint stock-bond market crashes or contagions during market downturns than the collective stock-bond market booms. Under the negative dependence regimes, we find both flight-from-quality and flight-to-quality, with flight-to-quality being more dominant in the North American markets while flight -from-quality is more prominent in the European markets. Further, the dependence switches between positive and negative regimes over time. Moreover, the dependence is mainly in the positive regimes before 2000 while mostly in the negative regimes after that, indicating contagions mostly before 2000 and flights afterwards. Further, the dependence switches between positive and negative regimes around financial crises and the COVID-19 pandemic. These results greatly enrich the findings in the existing literature on the co-movements of stock-bond markets and are important for risk management and asset pricing.

Sovereign bonds and flight to safety: Implications of the COVID-19 crisis for sovereign debt markets in the G-7 and E-7 economies

This study investigates the implications of the COVID-19 pandemic for sovereign debt in the G-7 and E-7 economies and explores the notion of sovereign bonds as a safe haven. Using a set of panel regression and dynamic connectedness TVP-VAR approaches, our results reveal that the impact of COVID-19 global case numbers on sovereign bonds has been contingent on the level of the country's financial and economic development. More precisely, our findings suggest that G-7 countries, where economic development is typically higher, have seen a negative effect of the COVID-19 pandemic on sovereign bond yield: sovereign 10-year bond yields declined as the number of COVID-19 global confirmed cases increased in G-7 countries. However, in E-7 countries, where economic growth and development are typically lower, sovereign bond yields responded positively to the initial increase in COVID-19 global confirmed case numbers, but this positive effect is not statistically significant. We also find that the G-7 and E-7 economies have a strong time-varying connectedness in relation to their bond markets and this effect is more pronounced in G-7 economies. Daily Infectious Disease Equity Market Volatility is likely to be the strongest predictor of total connectedness. Concomitantly, we shed new light on the predictive power of the number of COVID-19 confirmed cases and deaths, and the Daily Infectious Disease Equity Market Volatility Tracker on the interdependence of these sovereign bond markets. Overall, this paper highlights the heterogeneous effect of the COVID-19 pandemic on sovereign bond yields in G-7 and E-7 countries and the notion that the developed economies, with their developed sovereign bond markets, are still seen as a safe haven during times of crisis. © 2023 The Authors

Sovereign bonds and flight to safety: Implications of the COVID-19 crisis for sovereign debt markets in the G-7 and E-7 economies

This study investigates the implications of the COVID-19 pandemic for sovereign debt in the G-7 and E-7 economies and explores the notion of sovereign bonds as a safe haven. Using a set of panel regression and dynamic connectedness TVP-VAR approaches, our results reveal that the impact of COVID-19 global case numbers on sovereign bonds has been contingent on the level of the country's financial and economic development. More precisely, our findings suggest that G-7 countries, where economic development is typically higher, have seen a negative effect of the COVID-19 pandemic on sovereign bond yield: sovereign 10-year bond yields declined as the number of COVID-19 global confirmed cases increased in G-7 countries. However, in E-7 countries, where economic growth and development are typically lower, sovereign bond yields responded positively to the initial increase in COVID-19 global confirmed case numbers, but this positive effect is not statistically significant. We also find that the G-7 and E-7 economies have a strong time-varying connectedness in relation to their bond markets and this effect is more pronounced in G-7 economies. Daily Infectious Disease Equity Market Volatility is likely to be the strongest predictor of total connectedness. Concomitantly, we shed new light on the predictive power of the number of COVID-19 confirmed cases and deaths, and the Daily Infectious Disease Equity Market Volatility Tracker on the interdependence of these sovereign bond markets. Overall, this paper highlights the heterogeneous effect of the COVID-19 pandemic on sovereign bond yields in G-7 and E-7 countries and the notion that the developed economies, with their developed sovereign bond markets, are still seen as a safe haven during times of crisis.

Stock–bond dependence and flight to/from quality

This paper investigates the stock–bond dependence structure using a dependence-switching copula model. The model allows stock–bond dependence to switch between positive dependence regimes (contagions or crashes of the two markets during downturns or booms in both markets during upturns) and negative dependence regimes (flight-to-quality from stock markets to bond markets or flight-from-quality from bond markets to stock markets). Using data from four developed markets including the US, Canada, Germany, and France for the period between January 1985 and August 2022, we find that the within-country stock–bond (extreme) dependence could be both positive and negative. In the positive dependence regimes, the stock–bond dependence is asymmetric with stronger left tail dependence than the right tail dependence, giving evidence of a higher likelihood of joint stock–bond market crashes or contagions during market downturns than the collective stock–bond market booms. Under the negative dependence regimes, we find both flight-from-quality and flight-to-quality, with flight-to-quality being more dominant in the North American markets while flight-from-quality is more prominent in the European markets. Further, the dependence switches between positive and negative regimes over time. Moreover, the dependence is mainly in the positive regimes before 2000 while mostly in the negative regimes after that, indicating contagions mostly before 2000 and flights afterwards. Further, the dependence switches between positive and negative regimes around financial crises and the COVID-19 pandemic. These results greatly enrich the findings in the existing literature on the co-movements of stock–bond markets and are important for risk management and asset pricing.

Flights-to-quality from EM Bonds to safe-haven US Treasury Securities: A time-frequency Analysis

We study 2001–2020 flight-to-quality episodes encompassing two planetary-scale crises: the Global Financial Crisis (GFC) of 2007–2008 and the coronavirus-triggered global meltdown. We focus on time-frequency lead-lag nexuses between holding emerging market (EM) debt and investing in relatively risk-free US Treasuries. Wavelet coherency along with the phase-difference approach is used. Our results reveal varying lead-lag patterns and low-coherence zones between EM bonds and US Treasuries, which imply the existence of appealing diversification attributes. The flights-to-quality during the crisis periods, such as the GFC and COVID-19 pandemic, emphasize the safe-haven characteristics of US Treasures. They also evidence that the post-Covid tightening of credit spreads to the pre-crisis levels is faster than the post-GFC recovery. We demonstrate that for EM debt investors, the US Treasury market allows for dynamic risk mitigation strategies during both global crises. © 2022 Taylor & Francis Group, LLC.

Foreign investment in times of COVID-19: How strong is the flight to advanced economies?

This paper investigates the flight to advanced economies by foreign investors at the onset of the COVID pandemic. Amid an overall decline of international positions, countries featuring higher GDPs per capita, and belonging to the groups of advanced, G7, or euro area countries, appear to have been significantly less severely hit by the pandemic than developing countries. Comparing the growth rates of foreign liabilities in the first quarter of 2020, the wedge between advanced and emerging countries is about 3%, and it is at least twice as large for G7 countries. This wedge is paired with evidence of momentum trading by foreign investors. Our results are robust to the inclusion, as controls, of government stringency measures, alternative indicators of the severity of the pandemic, and alternative sample specification and regression methods.

Flight-to-quality between global stock and bond markets in the COVID era.

We investigate the impact of the recent COVID-19 pandemic on the time-varying correlation between stock and bond returns. Using daily data on bond and stock returns for ten countries, covering Europe, Asia, US and Australia regions, we identify flight-to-quality episodes during the COVID-19 global pandemic crisis employing both a panel data specification and a wavelet analysis. Our empirical results demonstrate that flights occur simultaneously across countries and are not country-specific events. This finding suggests that the two largest asset classes offered diversification to investors during the recent crisis, when they actually needed it the most.