The behaviour of asset return and volatility spillovers in Turkey: A tale of two crises

This paper examines return and volatility spillovers between the Turkish stock market with international stock, exchange rate and commodity markets. Our aim is not only to examine spillover behaviour with a large emerging market but also to examine cross—asset spillovers and how they vary across two periods of financial market crisis; the dotcom crash and the liquidity-induced financial crisis. This is to be compared with existing work that typically focuses on industrialised countries or single asset markets only. Using the spillover index methodology we uncover an interesting distinction between these two periods of markets stress. Over the dotcom period spillovers are largely between the same asset class, notably two exchange rate series and two international stock markets series. However, in the period including the financial crisis, spillovers both increase and cross asset types and suggest a much greater degree of market interdependence. Understanding this changing nature in spillovers is key for investors, regulators and academics involved in theoretical model development.     

主权债务风险跨国溢出研究——来自频域的新证据

本文从国家间主权债务风险溢出的持续期角度出发,采用基于广义方差分解谱表示的BK溢出指数方法,首次从频域视角对短期和长期下的主权债务风险跨国溢出效应进行研究。研究发现:第一,短期和长期下的主权债务风险跨国溢出效应均较为显著,并且时域下的总溢出主要由短期的风险溢出主导。第二,14个国家的短期和长期风险输出水平呈线性关系,但对于风险输入,不同类型国家出现分化并形成两个聚类,新兴市场国家的短期风险输入水平远高于长期,其具有较强的“短期脆弱性”。第三,风险输出国的自身风险越大,对他国的长期溢出水平越高,风险输入国的自身风险越大,接收他国的短期溢出水平越高,并且两两国家间的进出口规模、金融市场一体化水平和经济周期协同性与其长期风险溢出水平呈正相关关系,而与其短期风险溢出水平的关系并不显著。第四,短期和长期的主权债务风险溢出网络都呈现明显的区域聚集特征,并且各国在短期溢出网络中主要与同区域以及经济金融环境相似的国家连接,在长期溢出网络中则通过经贸关系将连接范围扩大至不同区域甚至经济金融环境差异较大的国家。     

主权债务风险跨国溢出研究——来自频域的新证据

本文从国家间主权债务风险溢出的持续期角度出发,采用基于广义方差分解谱表示的BK溢出指数方法,首次从频域视角对短期和长期下的主权债务风险跨国溢出效应进行研究。研究发现:第一,短期和长期下的主权债务风险跨国溢出效应均较为显著,并且时域下的总溢出主要由短期的风险溢出主导。第二,14个国家的短期和长期风险输出水平呈线性关系,但对于风险输入,不同类型国家出现分化并形成两个聚类,新兴市场国家的短期风险输入水平远高于长期,其具有较强的“短期脆弱性”。第三,风险输出国的自身风险越大,对他国的长期溢出水平越高,风险输入国的自身风险越大,接收他国的短期溢出水平越高,并且两两国家间的进出口规模、金融市场一体化水平和经济周期协同性与其长期风险溢出水平呈正相关关系,而与其短期风险溢出水平的关系并不显著。第四,短期和长期的主权债务风险溢出网络都呈现明显的区域聚集特征,并且各国在短期溢出网络中主要与同区域以及经济金融环境相似的国家连接,在长期溢出网络中则通过经贸关系将连接范围扩大至不同区域甚至经济金融环境差异较大的国家。     

Network structures and idiosyncratic contagion in the European sovereign credit default swap market

This study combines conditional Granger causality and network analysis to examine the interconnectedness in the European sovereign credit default swap (CDS) market. We determine that the network is unstable in the short term and stable in the long term. Further, we visualize dynamic networks and confirm financial contagion in the 2012 European debt crisis. The sources of risk spillovers and the manner in which spillovers are transferred among countries are identified accordingly. Further, we conclude that interconnectedness can be a pricing factor for determining the sovereign CDS return. The results of the network analysis indicate that the European sovereign CDS market is a complex network system and can serve as a valuable reference for investors and policymakers.     

Financial crises,price discovery,and information transmission: a high-frequency perspective

This paper examines the price discovery processes before and during the 2007–2009 subprime and financial crisis, as well as the subsequent European sovereign crisis, for American and German stock and bond markets, as well as for U.S. Dollar/Euro FX. Based on 5-s intervals, we analyze how asset prices interact conditional on macroeconomic announcements from the USA and Germany. Our results show significant co-movement and spillover effects in returns and volatility, reflecting systematic information transmission mechanisms among asset markets. We document strong state dependence with a substantial increase in inter-asset spillovers and feedback effects during times of crisis.     

Dynamic spillovers across oil,gold and stock markets in the presence of major public health emergencies

Extreme events have a systemic impact on global financial markets, leading to significant cross-market spillovers in the oil, gold, and stock markets and raising widespread concerns about market linkages and risk contagion. In this paper, with a focus on both return and volatility, a frontier spillover network analysis is used to examine the strength and scale characteristics of spillovers in the oil, gold and stock markets under major public health emergency shocks. In addition, the paper adopts a marginal spillover and network analysis to evaluate linkage relationships, risk sources and transmission paths in the oil, gold, and stock markets during such events. The results show that the return and volatility spillover effects generated across the oil, gold, and stock markets are significant, with return spillovers being more stable and volatility spillovers being highly sensitive to emergencies. Meanwhile, the COVID-19 pandemic has displayed the strongest return and volatility spillovers. The high intensity of the shocks during the COVID-19 period has changed the usual characteristics of the market, with the gold market becoming the risk receiver and the oil market becoming risk sources.     

波动溢出网络视角的金融风险传染研究

当前各类经济风险交叉关联,金融系统的风险溢出效应备受关注,为刻画我国金融系统性风险传染的路径特征,本文从波动溢出网络的视角分析金融系统内部的风险传染机制。首先使用广义动态因子模型对收益波动的共同波动率成分和特质性波动率成分进行区分。然后,根据货币市场、资本市场、大宗商品交易市场、外汇市场、房地产市场和黄金市场之间的特质性波动溢出效应,利用基于TVP-VAR模型的方差分解溢出指数分析金融系统波动溢出的动态联动性和风险传递机制。在分析方向性波动溢出效应的基础上,采用方差分解网络方法构建起信息溢出复杂网络,从网络视角分析金融系统内部的风险传染特征。实证研究发现,房地产市场和外汇市场的净溢出效应绝对值相较于其他市场更大,其受其他市场风险冲击的影响强于对外风险溢出效应,而股票市场的单向对外风险溢出效应强度最大。在波动溢出的基础上,进一步考虑股市波动率指数与其他市场波动率指数进行投资组合的资产配置权重,计算了波动率指数投资组合的最优组合权重和对冲策略。研究结论有助于更好地理解我国金融系统的风险传染机制,对监管机构加强宏观审慎监管、投资者规避投资风险具有重要意义。     

Dynamic volatility spillovers and investment strategies between the Chinese stock market and commodity markets

Building on the increased interest in the volatility spillover effects between Chinese stock market and commodity markets, this paper investigates the dynamic volatility spillovers of Chinese stock market and Chinese commodity markets based on the volatility spillover index under the framework of TVP-VAR. The result shows that there is a highly dependent relationship between the stock market and commodity markets. On average, the Chinese stock market is the net recipient of spillover, non-ferrous metals and chemical industry have a very obvious spillover impact on the stock market. The degree of total volatility spillover is different in different periods. After major crisis events, the volatility correlation between markets increases. Since the outbreak of COVID-19, the spillover effect of the stock market on the commodity market has been significantly enhanced. Then optimal portfolio weights and hedge ratios are calculated for portfolio diversification and risk management. The result shows that the ability of most commodities to hedge against risks is significantly reduced when the crisis occurs; NMFI (precious metals) and CRFI (grain) still have good hedging ability after the crisis, but the effectiveness of hedging risk is relatively low. Besides, the combination of CRFI and SHCI (the Shanghai composite index) is the most effective for risk reduction.     

Short-term determinants of the idiosyncratic sovereign risk premium: A regime-dependent analysis for European credit default swaps

This study investigates the dynamics of the sovereign CDS term premium, i.e. difference between 10Y and 5Y CDS spreads. It can be regarded a forward-looking measure of idiosyncratic sovereign default risk as perceived by financial markets. For some European countries this premium featured distinct nonstationary and heteroskedastic pattern during the last years. Using a Markov-switching unobserved component model, we decompose the daily CDS term premium of five European countries into two unobserved components of statistically different nature and link them in a vector autoregression to various daily observed financial market variables. We find that such decomposition is vital for understanding the short-term dynamics of this premium. The strongest impacts can be attributed to CDS market liquidity, local stock returns, and overall risk aversion. By contrast, the impact of shocks from the sovereign bond market is rather muted. Therefore, the CDS market microstructure effect and investor sentiment play the main roles in sovereign risk evaluation in real time. Moreover, we also find that the CDS term premium response to shocks is regime-dependent and can be ten times stronger during periods of high volatility.     

Financial and Economic Integration's Impact on Asian Equity Markets’ Sensitivity to External Shocks

This paper investigates the spillover effects from U.S. and regional stock markets on local stock markets in the Pacific Basin region and China. We also analyze if the spillover depends on countries’ financial and economic integration. We apply a stochastic volatility model with jumps in order to separate the spillover of extreme shocks from those of normal shocks. We find that the spillovers of both normal and extreme shocks are significant for almost all Asian countries except China. We also find that the time‐variation in stock market interdependence can largely be associated with economic integration.     

The reaction of emerging market credit default swap spreads to sovereign credit rating changes

This paper examines the effect of sovereign credit rating change announcements on the CDS spreads of the event countries, and their spillover effects on other emerging economies’ CDS premiums. We find that positive events have a greater impact on CDS markets in the two-day period surrounding the event, and are more likely to spill over to other emerging countries. Alternatively, CDS markets anticipate negative events, and previous changes in CDS premiums can be used to estimate the probability of a negative credit event. The transmission mechanisms for positive events are the common creditor and competition in trade markets.     

The impact and the spillover effect of a sovereign rating announcement on the euro area CDS market

This paper analyzes the impact and the spillover effect of a sovereign rating announcement on the euro area CDS market. Through the event study technique, we demonstrate that downgrades and upgrades considerably affect financial markets. The relevance of the impact is due to the introduction of “new” information after a rating change announcement (information discovery effect) and to the role of rating in the current financial regulation (certification effect). Conversely, the CDS market does not seem to react significantly to rating warning (outlook and review) announcements. Furthermore, we find evidence of a spillover effect only after a downgrade announcement. Our results show that the size of the spillover effect is influenced by economic and financial conditions of analyzed countries and that international bank flows between EMU Members represent an important transmission channel of the spillover effect.     

Impacts of the financial crisis on eurozone sovereign CDS spreads

We study the variation of sovereign credit default swaps (CDSs) of eurozone countries, their persistence and co-movements, with particular attention given to the impact of the financial crisis. Specifically, using a dual fractional integration model, we test the evidence of long memory for CDSs of ten eurozone countries. Our analysis reveals that price discovery processes satisfy the minimum requirements for a weak form of efficiency for sovereign CDS markets, even during the crisis. In contrast, we document the spreading out of persistent CDS uncertainty among the peripheral economies with its outbreak. We provide evidence that CDS uncertainty has implications for the pricing of sovereign risk including that of core countries in the crisis period. Finally, we present the potential spillover effects utilizing a dynamic conditional correlation model and show that, with the collapse of Lehman, the probability of a contagion increased across all countries and became more explicit for peripheral economies as the sovereign crisis took on a new dimension.     

Foreign exchange market return spillovers and connectedness among African countries

This paper examines the foreign exchange return shock spillovers and network connectedness among African countries during crisis periods using (Diebold & Yilmaz, 2012; 2014; 2016) which is based on generalized VAR and network theory between June 2004 and June 2021. Overall, the study found a low system-wide spillover connectedness among African foreign exchange markets. However, the total systemic spillover index increased during the eurozone sovereign debt crisis followed by global financial crisis, indicating evidence of contagion effects. This offers good diversification opportunities in the African currency market during crisis periods. The study also found no significant evidence of spillover effects among African currencies. Nonetheless, the network connectedness analysis found a positive significant pairwise return spillovers from the South African rand, Moroccan dirham and the CFA francs to Botswana pula, and from Moroccan dirham to CFA francs and South African rand. Furthermore, the study found South African rand, Moroccan dirham and CFA francs as the most significant net-transmitter of return shocks to other currencies whiles the Kenyan shilling and Botswana pula are the net-receivers of return shocks from other currencies. These results have implications for African central banks interventions in stabilizing their exchange rates to facilitate intra and inter-African trade and for international portfolio investors in managing their foreign exchange risk exposures.     

Spatial linkage of volatility spillovers and its explanation across G20 stock markets: A network framework

This paper empirically estimates the spatial correlation relationship of volatility spillovers and its influencing factors across G20 stock market. We apply GARCH-BEKK model to estimate volatility spillover and construct dynamic volatility networks. The connectedness analysis shows that the spatial linkage of volatility spillover is time varying and has obvious multiple superposition phenomena. As somewhat innovation results, we use the factor analysis method to obtain centrality comprehensive indicators that can clearly depict the risk contagion intensity and risk acceptance intensity. In general, the developed markets are more influential than the emerging markets during periods of turbulence, and the emerging markets are more sensitive to volatility shocks than developed markets during any period. Finally, this paper introduces quadratic assignment procedure (QAP) method to identify the major factors that influence the spatial linkage of volatility spillovers. Results show that geography influences the volatility spatial correlation differently across economic cycles, and the centrality structure factors have greater impact on the spatial correlation than the external economic factors. The QAP regression analysis shows that these influencing factors can explain about 50% of the spatial correlation variation of international financial markets' volatility spillovers.     

Financial crises and the dynamics of the spillovers between the U.S. and BRICS stock markets

We examine the spillover dynamics between the U.S. and BRICS stock markets using the multivariate DECO-GJR-GARCH model and spillover index method. We identify time variations in volatility equicorrelation and significant dynamic spillovers between these stock markets, as well as an increased impact of uncertainty on spillovers. Spillovers between markets intensify after the inception of the global financial crisis and subsequent European sovereign debt crisis. We also find, following the commencement of the crisis periods, that the U.S., Brazilian, and Chinese markets are net volatility transmitters, whereas the Russian, Indian, and South African markets are net recipients. These results shed new light on the information transmission channels between the U.S. and BRICS stock markets.     

Assessing the extreme risk spillovers of international commodities on maritime markets: A GARCH-Copula-CoVaR approach

Maritime market relies on demand of international commodity trade from producers to consumers. Focusing on measuring the inherent correlation, this paper employs a GARCH-Copula-CoVaR approach to address the debate on the extreme risk spillovers from commodity market to maritime market. Our results provide new evidence regarding risk transmission from oil and ex-energy sector to the maritime markets, as well as the interactions between different sub-sectors of maritime market. It is also found that commodity markets exert different spillover effects on global and Chinese domestic maritime markets. In additional, the risk spillovers in oil-freight index pairs after global financial crisis is different from the before. Results enrich the knowledge of risk spillovers between commodity and maritime market, which help stakeholders improve portfolio optimization.     

中国金融周期与横向关联:时空双维度相结合视角

宏观审慎政策关注各金融子市场在时间维度上的金融周期和空间维度上的横向关联。本文结合时间维度与空间维度视角,使用股票市场、货币市场、房地产市场以及信贷市场的数据,测算2001—2019年中国金融周期和横向关联的波动特征、作用关系与频域叠加机理。研究结果表明:时间维度金融周期与空间维度横向关联的波动趋势具有一致性。我国金融周期长度约为10.33年,横向关联波动周期的长度约为10.58年。从作用关系上看,首先,我国房地产周期达到波峰后,会对股票市场和信贷市场产生较强的溢出效应。随后,股市周期达到波峰后,会向房地产市场和信贷市场产生较强的溢出效应。最后,我国信贷市场接受股票市场和房地产市场溢出后,信贷周期会逐渐达到波峰。从频域叠加机理的角度看,我国金融子市场间横向关联的波动主要由中低频波段驱动,中低频波段横向关联的持续期在2个月以上。     

Realizing the volatility impacts of sovereign credit ratings information on equity and currency markets: Evidence from the Asian Financial Crisis

We examine the effects of different types of sovereign rating announcements on realized stock and currency market volatilities and cross-asset correlations around periods of financial crises. Using intraday market data and sovereign ratings data for nine sample countries in the Asia-Pacific region over 1997–2001, we find that currency and stock markets react somewhat heterogeneously to various rating announcements and that stock markets are more responsive to rating news than currency markets. We find new evidence that ratings events have significant and asymmetric impacts on intraday market data and that national market attributes influence rating impacts during financial crises.     

Media sentiment and CDS spread spillovers: Evidence from the GIIPS countries

This study explores the role of newswire messages during the European debt crisis. It quantifies how this news metric, revealed by statements recorded by newspapers articles, affects CDS spillovers across five European countries with sovereign debt problems and strict bail-out programs, i.e. Greece, Ireland, Italy, Portugal, and Spain with daily data spanning the period 2009–2012. Using panel ARDL and asymmetric conditional volatility modeling methods, the empirical findings document that the news variable generates significant spillover effects across the underlined CDS markets. These findings cast a cloudy doubt on the effectiveness of economic modeling on which CDS spreads are based.