Are Key Market Players in Currency Derivatives Markets Affected by Financial Conditions?

Ikhlaas Gurrib
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引用次数: 7

Abstract

This study investigates if the biggest players in major foreign currencies futures markets are affected by current and previous financial conditions. Using root mean squared errors (RMSE), normalized RMSE, and Nash-Sutcliffe efficiency, this study compares the impact of current, 1 and 2 week lags of financial conditions onto foreign currency futures players’ net positions. The financial conditions indices used are UFCI, STLFSI, NFCI and ANFCI with weekly data set from January 2007 till December 2018. The US dollar index futures is included as a benchmark, since the financial conditions are based on US data and the most actively traded foreign currencies are paired against the USD. While RMSE and NRMSE gave mixed results into how current, 1 week and 2 weeks lagged Financial Conditions Indices (FCIs) values are related to speculators and hedgers’ net positions, lagged NFCI captured the highest correlation with both players’ net positions in Japanese Yen. 95% prediction levels encompassed the actual net positions held, including the financial crisis of 2008-2009. Forecasts were lower (higher) for hedgers (speculators) than actual net positions held during the same period. Comparatively, in the period 2016-2017, hedgers (speculators) net positions forecasts were higher (lower) than actual positions. The latter could be explained by FCIs not being affected during this period’s event, compared to net positions. While net positions data were stationary, excess kurtosis was present pointing to non-normal and autocorrelated series. This suggests the need to look into other components like non-reportable long or short positions in future analysis.
货币衍生品市场的主要市场参与者是否受到金融状况的影响?
本研究调查了主要外汇期货市场的最大参与者是否受到当前和以前的金融状况的影响。本研究使用均方根误差(RMSE)、标准化RMSE和纳什-萨特克利夫效率,比较了当前、1周和2周金融状况滞后对外汇期货参与者净头寸的影响。使用的金融状况指数为UFCI, STLFSI, NFCI和ANFCI,每周数据集为2007年1月至2018年12月。美元指数期货作为基准,因为金融状况是基于美国数据的,而且交易最活跃的外币是与美元配对的。虽然RMSE和NRMSE给出了当前、1周和2周滞后的金融状况指数(fci)值与投机者和对冲者的净头寸之间的关系,但滞后的NFCI与两家参与者的日元净头寸之间的相关性最高。95%的预测水平包含了实际持有的净头寸,包括2008-2009年的金融危机。对冲者(投机者)的预测低于(高于)同期实际持有的净头寸。相比之下,在2016-2017年期间,对冲者(投机者)净头寸预测高于(低于)实际头寸。后者可以解释为,与净头寸相比,fci在此期间没有受到影响。虽然净头寸数据是平稳的,但存在超额峰度,指向非正态和自相关序列。这表明需要在未来的分析中研究其他组成部分,如不可报告的多头或空头头寸。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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