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How Have Capital Levels of Futures Commission Merchants Changed Since the Global Financial Crisis?
Following the Global Financial Crisis of 2007–09 (GFC), regulators across the world enacted regulations to repair and strengthen financial markets. These regulations included a mandate to have more financial market contracts be cleared through central counterparties (CCPs), which are financial institutions that guarantee the performance of contracts.1 As a result, the central clearing of derivatives transactions increased significantly, and so did the allocation of capital to support this activity in line with regulatory requirements. If demand to centrally clear transactions continues to ...
Working Paper
Portfolio Margining Using PCA Latent Factors
Filtered historical simulation (FHS)—a simple method of calculating Value-at-Risk that reacts quickly to changes in market volatility—is a popular method for calculating margin at central counterparties. However, FHS does not address how correlation can vary through time. Typically, in margin systems, each risk factor is filtered individually so that the computational burden increases linearly as the number of risk factors grows. We propose an alternative method that filters historical returns using latent risk factors derived from principal component analysis. We compare this method's ...
Working Paper
Does Financial Stress Affect Commodity Futures Traders’ Positions?
Financial stress can impact trading behavior in the U.S. commodity futures markets. To clarify the impact, we study absolute changes and relative exposure dynamics in traders' positions during two recent crises: the 2008 Global Financial Crisis (GFC) and the COVID-19 pandemic. The nature of these two crises are very distinct, and we find that traders behaved quite differently. The commodity market collapse during the 2008 GFC followed the classic pattern of a speculative bubble; speculators, including financial institutions and money managers, rushed to close their long positions in commodity ...
Working Paper
Does Financial Stress Affect Commodity Futures Traders’ Positions?
Financial stress can impact trading behavior in the U.S. commodity futures markets. To clarify the impact, we study absolute changes and relative exposure dynamics in traders' positions during two recent crises: the 2008 Global Financial Crisis (GFC) and the COVID-19 pandemic. The nature of these two crises are very distinct, and we find that traders behaved quite differently. The commodity market collapse during the 2008 GFC followed the classic pattern of a speculative bubble; speculators, including financial institutions and money managers, rushed to close their long positions in commodity ...
Working Paper
Do Anecdotes Matter? Exploring the Beige Book through Textual Analysis from 1970 to 2025
We apply various natural language processing tools to see if the Beige Book is helpful in understanding economic activity. The Beige Book is a gathering of anecdotal compilations of current economic conditions from each Federal Reserve Bank, which is released to the public prior to FOMC meetings. We find that even controlling for lagged GDP growth and other metrics, the Beige Book sentiment provides meaningful explanatory power in nowcasting GDP growth and forecasting recessions, even more so than the yield spread or other news sentiment measures. The results on economic activity even hold in ...
Working Paper
Cyber Vulnerabilities at Large US Financial Institutions and Their Third-Party Service Providers
This paper examines cyber vulnerabilities across the 100 largest US banks, non-bank financial institutions (NBFIs), and their third-party service providers. Our analysis, based on a proprietary cyber risk analytics model, shows NBFIs exhibit greater cyber vulnerabilities than banks, though banks face larger relative losses from routine incidents. We identify third-party service providers as a hidden cyber fault line in the financial system, often having greater vulnerabilities than the institutions they serve and creating systemic risks. Scenario analyses of catastrophic cyber events ...