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The structure and degree of dependence: A quantile regression approach

Journal of Banking & Finance 2013 37(3), 786-798
The copula function defines the degree of dependence and the structure of dependence. This paper proposes an alternative framework to decompose the dependence using quantile regression. We demonstrate that the methodology provides a detailed picture of dependence including asymmetric and non-linear relationships. In addition, changes in the degree or structure of dependence can be modeled and tested for each quantile of the distribution. The empirical part applies the framework to three different sets of financial time-series and demonstrates substantial differences in dependence patterns among asset classes and through time. The analysis of 54 global equity markets shows that detailed information about the structure of dependence is crucial to adequately assess the benefits of diversification in normal times and crisis times.

Financial contagion and the real economy

Journal of Banking & Finance 2012 36(10), 2680-2692
This paper studies the spread of the Global Financial Crisis of 2007–2009 from the financial sector to the real economy by examining ten sectors in 25 major developed and emerging stock markets. The analysis tests different channels of financial contagion across countries and sectors and finds that the crisis led to an increased co-movement of returns among financial sector stocks across countries and between financial sector stocks and real economy stocks. The results demonstrate that no country and sector was immune to the adverse effects of the crisis limiting the effectiveness of portfolio diversification. However, there is clear evidence that some sectors in particular Healthcare, Telecommunications and Technology were less severely affected by the crisis.

Loaded for bear: Bitcoin private wallets, exchange reserves and prices

Journal of Banking & Finance 2022 144, 106622
This study highlights a special feature of cryptocurrency trading and offers information about investor behavior that cannot be observed in traditional financial markets. We find that investors prefer holding bitcoin off exchanges in private wallets and primarily use exchanges to trade. Consequently, bitcoin exchange reserve changes resulting from the movement of bitcoin between private wallets and exchange accounts are negatively related to contemporaneous and future bitcoin returns. Specifically, the transfer of bitcoin on exchanges implies increased selling pressure and the transfer off exchanges implies decreased selling pressure. In turn, flows onto exchanges are triggered by large negative shocks and increased volatility.

Hedging geopolitical risk with precious metals

Journal of Banking & Finance 2020 117, 105823
We analyse the relationship between geopolitical risk and asset prices and show that geopolitical risk is distinct from existing measures of economic, financial, and political risk and that the response of precious metals to geopolitical risk differs considerably from that of other assets. Precious metals are hedges against geopolitical risk in general and geopolitical threats (as opposed to acts) in particular. Conversely, stocks and bonds respond negatively to geopolitical risk and geopolitical threats. For extreme geopolitical risks, only gold and silver display consistent safe haven properties. Our results show that holding precious metals within a diversified portfolio lowers the impact of geopolitical risk.

Is gold a safe haven? International evidence

Journal of Banking & Finance 2010 34(8), 1886-1898
The aim of this paper is to examine the role of gold in the global financial system. We test the hypothesis that gold represents a safe haven against stocks of major emerging and developing countries. A descriptive and econometric analysis for a sample spanning a 30year period from 1979 to 2009 shows that gold is both a hedge and a safe haven for major European stock markets and the US but not for Australia, Canada, Japan and large emerging markets such as the BRIC countries. We also distinguish between a weak and strong form of the safe haven and argue that gold may act as a stabilizing force for the financial system by reducing losses in the face of extreme negative market shocks. Looking at specific crisis periods, we find that gold was a strong safe haven for most developed markets during the peak of the recent financial crisis.

I am a blockchain too: How does the market respond to companies’ interest in blockchain?

Journal of Banking & Finance 2020 113, 105740
We investigate the price reaction of listed companies in response to blockchain-related announcements. The average abnormal return based on a global sample of 713 firm announcements is approximately 5% on the announcement day, with significantly higher returns for U.S. firms, smaller firms and announcements in late 2017 and early 2018. We show that abnormal returns are linked to the performance of bitcoin. Additionally, speculative announcements exhibit higher returns than non-speculative announcements, and blockchain-related Form 8-K disclosures have negligible difference in performance compared to their U.S. peers. Whilst we acknowledge the possibility of a latent variable that affects both the abnormal returns and the performance of bitcoin, we hypothesise that investors have confused bitcoin and blockchain, and used the performance of bitcoin as an indicator of the expected success of the blockchain technology.