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Estimating the Intensity of News Based on Trade Data 基于贸易数据的新闻强度估计
Pub Date : 2012-12-19 DOI: 10.2139/ssrn.2055262
M. Perlin
This paper investigates the problem of identifying the strength of the incoming of news in the financial market. With the support of a microstructure model we are able to derive a simple formula that, based only on trade data, estimates the likelihood of having news for any given tradable asset in a particular time period. The formula can be easily implemented and takes just one input, the probability of a zero trade price difference conditional on the incoming of consecutive same sign trades. In the empirical part of the paper we investigate the properties of this proposed estimator of news intensity for twenty stocks from the Brazilian equity market, covering two full years from 2010 to 2012. The results are very encouraging and consistent across assets. First we find that the strength of news have a common component across all assets. We attribute that to the fact that the incoming of new information regarding the Brazilian economy will affect all stocks. We also see that the likelihood of news is strongly and positively related to volatility of price differences and negatively related to trade volume. The first can be explained by the fact that volatility is a bi-product of news and the second by the presence of traders avoiding the disclosure of private information by trading smaller volumes. In the empirical section we are also able to show that the intensity of news has a intraday pattern, with higher values at the beginning of the trading day and lower values at the end. This result is consistent with the view that the beginning of the trading day is the time when accumulated overnight information reaches the market, therefore increasing news intensity.
本文研究了金融市场中信息传入强度的识别问题。在微观结构模型的支持下,我们能够推导出一个简单的公式,该公式仅基于交易数据,估计在特定时间段内任何给定的可交易资产获得新闻的可能性。这个公式很容易实现,只需要一个输入,即交易价格差为零的概率,条件是连续的相同标志交易的到来。在本文的实证部分,我们对巴西股票市场上20只股票的新闻强度估计量的性质进行了研究,这些股票覆盖了2010年至2012年整整两年。结果非常令人鼓舞,并且跨资产是一致的。首先,我们发现新闻的强度在所有资产中都有一个共同的组成部分。我们将此归因于有关巴西经济的新信息将影响所有股票的事实。我们还看到,新闻的可能性与价格差异的波动性呈强烈正相关,与交易量呈负相关。第一个可以用波动性是新闻的副产品这一事实来解释,第二个可以用交易员的存在来解释,他们通过较小的交易量避免了私人信息的披露。在实证部分,我们也能够表明新闻的强度具有日内模式,在交易日开始时较高,在交易日结束时较低。这一结果与交易日开始是隔夜积累的信息到达市场的时间,因此新闻强度增加的观点是一致的。
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引用次数: 0
Taking a Shine to Copper: The Physical-Based S&P GSCI Cash Copper Index 看好铜:基于实物的标普GSCI现货铜指数
Pub Date : 2012-10-02 DOI: 10.2139/ssrn.2155628
Daniel Ung
By virtue of its intrinsic properties, copper is used extensively in many manufacturing industries, from the production of power cables to consumer electronics. Statistics from the World Bureau of Metal Statistics (2012) reveal that global refined copper consumption reached over 19.5 million metric tonnes in 2011, with China accounting for 40% of the total. Between 2000 and 2011, Chinese demand grew by 13.5% each year, five times faster than the world average. Much of this growth was derived from the power generation sector, which now makes up 46% of total end-use demand in China, followed by household appliances and transportation. Over the last decade, this industrial metal’s cash price has risen from USD 1,800 per metric tonne to the current USD 8,000, attracting the attention of both institutional and retail investors. Until recently, the main vehicles for investing in the copper market have been equities and futures contracts. However, investors can now gain direct exposure to copper by choosing products that are linked to the newly-launched SP An introduction to the SP The practical applications of the index; How copper returns are related to economic activity; The inflation properties of the index; Whether an allocation to the S&P GSCI Cash Copper index has historically offered any diversification benefits.
由于其固有的特性,铜被广泛应用于许多制造业,从电力电缆的生产到消费电子产品。世界金属统计局(World Bureau of Metal Statistics, 2012)的数据显示,2011年全球精炼铜消费量超过1950万吨,其中中国占40%。2000年至2011年间,中国的需求以每年13.5%的速度增长,是世界平均水平的5倍。这一增长大部分来自发电行业,目前占中国最终用途总需求的46%,其次是家用电器和交通运输。在过去的十年中,这种工业金属的现金价格从每公吨1800美元上涨到目前的8000美元,吸引了机构和散户投资者的注意。直到最近,投资铜市场的主要工具一直是股票和期货合约。不过,投资者现在可以通过选择与新推出的标普指数挂钩的产品,直接投资于铜。铜的回报与经济活动的关系;指数的通货膨胀性质;对标普GSCI现金铜指数的配置是否在历史上提供了任何分散收益。
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引用次数: 0
Maximal Affine Models for Multiple Commodities: A Note 多商品的最大仿射模型:注
Pub Date : 2012-09-08 DOI: 10.2139/ssrn.2143561
J. Casassus, Peng Liu, Ke Tang
This paper extends the maximal affine models of single assets to a multi-commodity setup. We show that the correlated version of maximal affine models for a single commodity is no longer maximal for multiple commodities. In the maximal model, the convenience yield of a certain commodity could depend on the prices of other commodities, which is consistent with the structural model in our companion paper Casassus, Liu, and Tang (2012). Furthermore, the maximal model can offer a new feedback (error-correction) effect among commodity prices, which is consistent with many empirical studies.
本文将单一资产的最大仿射模型推广到多商品模型。我们证明了单个商品的最大仿射模型的相关版本不再是多个商品的最大。在最大模型中,某一商品的便利收益可以依赖于其他商品的价格,这与我们的同伴论文Casassus, Liu, and Tang(2012)中的结构模型一致。此外,极大值模型可以提供一种新的商品价格之间的反馈(误差修正)效应,这与许多实证研究一致。
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引用次数: 2
The Destruction of a Safe Haven Asset? 避险资产的毁灭?
Pub Date : 2012-08-31 DOI: 10.2139/ssrn.2142283
D. Baur, K. Glover
Gold has been a store of value for centuries and a safe haven for investors in the past decades. However, the increased investment in gold for speculative or hedging purposes has changed the safe haven property. We demonstrate theoretically and empirically that investor behaviour has the potential to destroy the safe haven property of gold. The results suggest that an asset cannot be both an investment asset and an effective safe haven asset. This finding has important implications for financial stability since assets are more likely to exhibit excess comovement and volatility in the absence of a safe haven.
几个世纪以来,黄金一直是一种保值手段,在过去几十年里,黄金一直是投资者的避风港。然而,出于投机或对冲目的而增加的黄金投资改变了黄金的避险属性。我们从理论上和经验上证明,投资者的行为有可能破坏黄金的避险属性。结果表明,一种资产不可能既是投资资产,又是有效的避险资产。这一发现对金融稳定具有重要意义,因为在没有避风港的情况下,资产更有可能表现出过度的波动和波动。
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引用次数: 54
Relationship between Pakistan Mercantile Exchange Commodity Index and KSE-100 Index 巴基斯坦商品交易所商品指数与KSE-100指数的关系
Pub Date : 2012-08-27 DOI: 10.2139/ssrn.2137263
Ahad Khan
This research provides evidence and challenges the idea that stocks and commodity exchanges are not correlated. The correlation between stocks and commodities is very important for investors. This study was done to find out the relationship between PMEX Pakistan Mercantile Exchange Commodity index and Karachi Stock Exchange KSE-100 index. This research clearly indicates that both exchanges have strong correlation between them. Unfortunately, the time period is too short to draw a conclusion, but for now financial investors have to keep in mind the sensitivity of commodities with other asset classes like Equity market in Pakistan.
这项研究提供了证据,并挑战了股票和商品交易不相关的观点。股票和大宗商品之间的相关性对投资者来说非常重要。本研究旨在找出PMEX巴基斯坦商品交易所商品指数与卡拉奇证券交易所KSE-100指数之间的关系。这项研究清楚地表明,这两种交易所之间存在很强的相关性。不幸的是,时间太短,无法得出结论,但目前金融投资者必须牢记大宗商品与巴基斯坦股市等其他资产类别的敏感性。
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引用次数: 1
Determining New Oil Market Predictors Under Model Uncertainty 在模型不确定性下确定新的石油市场预测指标
Pub Date : 2012-06-06 DOI: 10.2139/ssrn.2079348
L. Ryan, Dale O. Roberts
It has recently been suggested that speculation is now playing an important role in daily price movements of global oil prices. This raises the question: what are important drivers of price changes given this new 'speculative' regime? We identify new factors of the oil market related to speculation by fitting Subset Vector Autoregression models with Exogenous variable (SVARX) and rank them by importance. Further, to account for model uncertainty and to obtain robust parameter estimation in this exploratory study, we apply a bootstrap model selection procedure.
最近有人提出,投机活动现在在全球石油价格的日常波动中起着重要作用。这就提出了一个问题:在这种新的“投机”机制下,价格变化的重要驱动因素是什么?我们通过拟合带有外生变量的子集向量自回归模型(SVARX)来确定与投机相关的石油市场新因素,并按重要性对其进行排序。此外,为了考虑模型的不确定性并在本探索性研究中获得稳健的参数估计,我们采用了自举模型选择过程。
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引用次数: 0
An Assessment of the Theory of Storage: Has the Relationship between Commodity Price Volatility and Market Fundamentals Changed Over Time? 对储存理论的评估:商品价格波动与市场基本面之间的关系是否随时间而改变?
Pub Date : 2012-06-04 DOI: 10.2139/ssrn.2075514
G. Cifarelli, P. Paesani
In this paper we investigate the relationship between commodity price volatility and market fundamentals comparing the 1920s with the present decade and focusing on cotton and tin. The theory of storage provides the theoretical reference for the analysis. Our first result is to find that the series have widely different properties which reflect the speedier diffusion of information in the markets today. This emerges both in the order of autocorrelation of the VECMs used to analyze the dynamics of the spot and futures returns and in the structure of the GARCH parameterization. Our second finding is to show that, based on full sample correlations, the theory of storage seems to capture the dynamics of data with the exception of historical tin. Rolling correlations, however, qualify this result and show that dynamic correlation for historical tin largely corroborate the theory of reference while recent inroads of financial agents in commodity markets seem to have affected the cotton market, giving prominence to financial risk factors.
在本文中,我们研究商品价格波动和市场基本面之间的关系,比较20世纪20年代和现在的十年,重点是棉花和锡。存储理论为分析提供了理论参考。我们的第一个结果是发现该系列具有广泛不同的属性,这些属性反映了当今市场中信息的快速扩散。这体现在用于分析现货和期货收益动态的vecm的自相关顺序和GARCH参数化结构中。我们的第二个发现是,基于全样本相关性,存储理论似乎捕捉到了数据的动态,除了历史数据。然而,滚动相关性证明了这一结果,并表明历史锡的动态相关性在很大程度上证实了参考理论,而最近金融代理人在商品市场的入侵似乎影响了棉花市场,突出了金融风险因素。
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引用次数: 3
From Hero to Zero: Evidence of Performance Reversal and Speculative Bubbles in German Renewable Energy Stocks 从英雄到零:德国可再生能源股业绩逆转和投机泡沫的证据
Pub Date : 2012-03-14 DOI: 10.2139/ssrn.2022314
Martin T. Bohl, P. Kaufmann, Patrick M. Stephan
Stocks of German renewable energy companies have commonly been regarded as lucrative investment opportunities. Their innovative line of business initially seemed to promise considerable future earnings. As shown by two powerful bubble tests, the positive sentiment for renewable energy stocks even led to explosive price behavior in the mid-2000s. However, intense sector competition and the economic downturn following the global financial crisis erased profit margins to a large extent. As a result, the former fad stocks have recently turned into losers, loading negatively on price momentum and delivering significantly negative Carhart four-factor alphas. The radical shift in Germany's energy policy following the 2011 Fukushima nuclear disaster in Japan could thus only temporarily halt the continuing decline in alternative energy stock prices.
德国可再生能源公司的股票通常被视为有利可图的投资机会。起初,他们的创新业务似乎保证了未来可观的收入。正如两次强有力的泡沫测试所显示的那样,对可再生能源股的积极情绪甚至导致了2000年代中期的爆炸性价格行为。然而,激烈的行业竞争和全球金融危机后的经济低迷在很大程度上抹去了利润率。因此,这些曾经的热门股最近变成了输家,对价格动能产生了负面影响,并产生了显著负的卡哈特四因子阿尔法。因此,2011年日本福岛核灾难后德国能源政策的根本转变,只能暂时阻止替代能源股价的持续下跌。
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引用次数: 110
Convective Risk Flows in Commodity Futures Markets 商品期货市场的对流风险流动
Pub Date : 2012-03-01 DOI: 10.2139/ssrn.2018037
Ing-Haw Cheng, A. Kirilenko, Wei Xiong
We study the joint responses of commodity future prices and positions of various trader groups to changes of the CBOE Volatility Index (VIX) before and after the recent financial crisis. Financial traders reduced their net long positions during the crisis in response to market distress, whereas hedgers facilitated this by reducing their net short positions as prices fell. This "convective risk flow" induced by the greater distress of financial institutions led to a change in the allocation of risk with hedgers holding more risk than they did previously. The presence of such a risk flow confirms the market impact of financial traders conditional on trades they initiate.
我们研究了商品期货价格和不同交易者群体的仓位对近期金融危机前后芝加哥期权交易所波动指数(VIX)变化的共同反应。金融交易员在危机期间减少了他们的净多头头寸,以应对市场困境,而套期保值者则在价格下跌时减少了他们的净空头头寸。这种由金融机构更大的困境所引发的“对流风险流”导致了风险分配的变化,对冲者比以前持有更多的风险。这种风险流的存在证实了金融交易者对市场的影响,这取决于他们发起的交易。
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引用次数: 241
Nonlinearity in the Indian Commodity Markets: Evidence from a Battery of Tests 印度商品市场的非线性:来自一系列检验的证据
Pub Date : 2012-02-21 DOI: 10.1504/IJFERM.2013.053714
T. Soni
This study tests for the presence of nonlinear dependence in the rate of returns series for four Indian multi commodity exchange indices. Six different tests for detecting nonlinearity were employed and the statistics were estimated using both the asymptotic theory and the bootstrap. The analysis of results reveals that there is a consensus in favour of nonlinearity for Metal and Energy indices even after removing linear serial correlations from the data, hence, contradicting the unpredictable criterion of weak-form efficient market hypothesis. Further the results from additional BDS test on the standardised AR(P)-GARCH(1,1) residuals imply that conditional heteroskedasticity is the main source of nonlinearity in metal indices and could be captured by the ARCH-type models. On the other hand in case of energy indices results indicate non-linear dependence of an unknown form in the data. The results have important implications on the earlier work on Indian commodity derivative markets which have relied on conventional statistical techniques which may have lead to biased and highly misleading results.
本文检验了四个印度多商品交换指数的收益率序列是否存在非线性依赖关系。采用了六种不同的非线性检测方法,并利用渐近理论和自举法估计了统计量。对结果的分析表明,即使从数据中去除线性序列相关性,也存在有利于金属和能源指数非线性的共识,因此,与弱形式有效市场假设的不可预测标准相矛盾。此外,对标准化AR(P)-GARCH(1,1)残差进行的额外BDS测试结果表明,条件异方差是金属指数非线性的主要来源,可以通过arch型模型捕获。另一方面,在能量指标的情况下,结果表明数据中未知形式的非线性依赖。这些结果对印度商品衍生品市场的早期工作具有重要意义,这些工作依赖于传统的统计技术,可能导致有偏见和高度误导性的结果。
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引用次数: 4
期刊
ERN: Econometric Studies of Commodity Markets (Topic)
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