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Forecasting Corporate Business Failure with an Innovative Model: An Application on UK Construction Companies 用创新模型预测企业经营失败:对英国建筑公司的应用
Pub Date : 2017-08-18 DOI: 10.2139/ssrn.3022168
Yenn Shern Leow, Xuxin Mao
This research focuses on developing a bankruptcy prediction model in the UK construction industry. It fills the gap of previous researches which did not focus on the construction industry and in the UK. The aim of this research is to establish accurate model which successfully classify firms into their respective financial status of failed and non-failed. This research analyses financial variable extracted from FAME database by Bureau Van Dijk for the development of bankruptcy prediction model. Ranging from SIC trade codes of 41100 (Development of building projects), 41 (Construction of buildings), 42(Civil Engineering), 43 (Specialised construction activities), 68 (Real estate activities), and 71(Architectural and engineering activities and related technical consultancy). Then the model is tested against the collected sample and compared with two other Z-score model. These models have an average accuracy of 80%. The model with the strongest predictive power (SIC 42) correctly predicts 93.2% (non-bankrupt) and 90.9% (bankrupt) while the weakest model (SIC 68) classify 51.2% (non-bankrupt) and 70% (bankrupt) correctly into their respective group. The developed model is far superior in classifying firms into their financial status when compared to the other two prediction models. Furthermore, the established model is robust enough that it has an average classification accuracy over the years of 70%. A practical case study is conducted utilising the developed Z-score model and ratio analysis. Macroeconomic variable is then analysed where long term interest rate, inflation, 3 months’ treasury bills has a negative impact on the firms Z-score. However, construction output and gilt repo interest rate has a positive relationship to the Z-score of companies. The estimate of covariance is also seen to build up from the year 2006 which acts as a warning sign that a financial crisis is emerging. This result point towards the fact that both macroeconomics and microeconomics contributes significantly to business failure. The developed bankruptcy prediction model serves as a warning sign for management to pay attention to. As firms enter the “grey zone”, management should act to save firms from defaulting. Ultimately, this model is applicable widely for other industry of world economies.
本研究的重点是建立一个破产预测模型在英国建筑业。它填补了以前的研究没有集中在建筑业和英国的空白。本研究的目的是建立准确的模型,成功地将企业分为失败和非失败的财务状况。本研究分析了Bureau Van Dijk从FAME数据库中提取的金融变量,以开发破产预测模型。包括SIC行业代码41100(建筑项目发展)、41(建筑物建造)、42(土木工程)、43(专门建筑活动)、68(房地产活动)和71(建筑及工程活动及相关技术顾问)。然后对所收集的样本进行检验,并与另外两种Z-score模型进行比较。这些模型的平均准确率为80%。预测能力最强的模型(SIC 42)正确预测了93.2%(非破产)和90.9%(破产),而最弱的模型(SIC 68)将51.2%(非破产)和70%(破产)正确分类到各自的组中。与其他两种预测模型相比,该模型在对企业财务状况进行分类方面具有明显的优越性。此外,所建立的模型具有足够的鲁棒性,其多年来的平均分类准确率为70%。利用开发的Z-score模型和比率分析进行了实际案例研究。然后分析宏观经济变量,其中长期利率,通货膨胀,3个月国库券对公司z得分产生负面影响。而建设产出和金边债券回购利率与企业z得分呈正相关。协方差的估计也从2006年开始增加,这是金融危机正在出现的警告信号。这一结果表明,宏观经济学和微观经济学对企业失败都有重要影响。建立的破产预测模型为企业管理层敲响了警钟。随着公司进入“灰色地带”,管理层应该采取行动,避免公司违约。最终,该模型可广泛适用于世界经济的其他行业。
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引用次数: 2
Disclosing the Misconduct in Chiang and Yang's 'A Bibliometric Study of Financial Risk Literature: A Historic Approach' 揭露蒋、杨“金融风险文献计量学研究”中的不端行为:一个历史的方法
Pub Date : 2017-07-25 DOI: 10.2139/ssrn.3008772
Jen-Chang Liu, Mark Yeats
This paper straightforwardly discloses how an article written by Taiwanese scholars and published in Applied Economics is ridden with suspicious omissions. This misconduct leads to misinformation being printed in prominent journals as well as mistakenly listing eight medical doctors and three psychologists among the 16 productive “financial risk” scholars. Hence, we demonstrate that a lack of academic integrity indicates a disregard for the pursuit truth, which in turns will result in the circulation of erroneous knowledge.
本文直接揭露了台湾学者在《应用经济学》上发表的一篇文章是如何被可疑的遗漏所困扰的。这种不当行为导致知名期刊刊登了错误信息,并错误地将8名医生和3名心理学家列入16名富有成效的“金融风险”学者名单。因此,我们证明,缺乏学术诚信意味着对追求真理的漠视,而这反过来又会导致错误知识的传播。
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引用次数: 1
Analysis of Markov Chain Approximation for Option Pricing and Hedging: Grid Design and Convergence Behavior 期权定价与套期保值的马尔可夫链逼近分析:网格设计与收敛行为
Pub Date : 2017-07-23 DOI: 10.2139/ssrn.3007318
Gongqiu Zhang, Lingfei Li
Markov chain approximation is a general method for option pricing and hedging in Markovian models with continuous-state spaces. A key issue for its efficiency is how to design the grid for the Mark...
马尔可夫链近似是求解连续状态空间马尔可夫模型中期权定价和套期保值的一种通用方法。其效率的一个关键问题是如何为Mark设计网格。
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引用次数: 40
Comparing Heavy-Tailed Distributions in Fitting the Canadian Stock Market Returns 比较重尾分布拟合加拿大股市收益
Pub Date : 2017-07-01 DOI: 10.2139/ssrn.3013860
D. Eden, Paul Huffman, John Holman
Much of financial engineering is based on so-called “complete markets” and on the use of the Black-Scholes formula. The formula relies on the assumption that asset prices follow a log-normal distribution, or in other words, the daily fluctuations in prices viewed as percentage changes follow a Gaussian distribution. On the contrary, studies of actual asset prices show that they do not follow a log-normal distribution. In this paper, we investigate several widely-used heavy-tailed distributions. Our results indicate that the Skewed t distribution has the best empirical performance in fitting the Canadian stock market returns. We claim the results are valuable for market participants and the financial industry.
许多金融工程是建立在所谓的“完全市场”和布莱克-斯科尔斯公式的基础上的。该公式依赖于资产价格遵循对数正态分布的假设,或者换句话说,将价格的每日波动视为百分比变化遵循高斯分布。相反,对实际资产价格的研究表明,它们并不遵循对数正态分布。本文研究了几种广泛使用的重尾分布。我们的研究结果表明,偏态t分布在拟合加拿大股市收益方面具有最好的经验表现。我们声称这些结果对市场参与者和金融业都是有价值的。
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引用次数: 0
Mobile Web Survey in the International Setting (Presentation Slides) 国际背景下的移动网络调查(演示幻灯片)
Pub Date : 2017-05-19 DOI: 10.2139/ssrn.3000554
Mingnan Liu, Laura Wronski, Nick Inchausti
There is no doubt that more people are taking web surveys using their mobile devices. In non-English speaking countries, in particular, more respondents complete online surveys using mobile devices than using desktop or laptop computers. This phenomenon has a huge implication on survey research as different devices are associated with different survey measurement and nonresponse errors, which in turn could affect the survey estimates themselves. Also, data quality, as measured by survey satisficing theory, could also be affected by the survey-taking device. An increasing amount of research has been devoted to examining and comparing survey data collected from mobile and non-mobile devices. This study will expand the existing literature by examining mobile web survey data from six countries, up to three samples within each country, and across three waves of data collection. Specifically, the study was conducted in the U.S., U.K. Australia, China, Brazil, and India. Within each country, data were collected through up to three online panel providers, including SurveyMonkey Audience, Cint, and TapResearch. In addition, for each country/sample combination, three waves of data collection were performed, with each wave one month apart. The samples were independent across the three waves. Respondents could choose the device (as opposed to been assigned to) for taking the survey. The same questionnaire (except minor changes to the demographic questions) was used in the study. In the presentation, we will present whether the mobile web usage different by country and sample. Also, we will show the demographic and data quality differences, if any, between mobile and non-mobile respondents by country and sample. This is the first study of this kind that examines the mobile web in such large scale and cross-cultural perspective.
毫无疑问,越来越多的人正在使用他们的移动设备进行网络调查。特别是在非英语国家,更多的受访者使用移动设备完成在线调查,而不是使用台式机或笔记本电脑。这一现象对调查研究有着巨大的影响,因为不同的设备与不同的调查测量和非响应误差相关联,这反过来又会影响调查估计本身。此外,以调查满意理论衡量的数据质量也可能受到调查装置的影响。越来越多的研究致力于检查和比较从移动和非移动设备收集的调查数据。本研究将通过检查来自六个国家的移动网络调查数据来扩展现有文献,每个国家最多三个样本,并跨越三波数据收集。具体来说,这项研究是在美国、英国、澳大利亚、中国、巴西和印度进行的。在每个国家,数据通过三家在线调查提供商收集,包括SurveyMonkey Audience、Cint和TapResearch。此外,对于每个国家/样本组合,进行了三波数据收集,每波间隔一个月。三个波的样本是独立的。受访者可以选择设备(而不是被分配)进行调查。研究中使用了相同的问卷(除了人口统计问题略有变化)。在演示中,我们将展示移动网络的使用是否因国家和样本而不同。此外,我们将按国家和样本显示移动和非移动受访者之间的人口统计学和数据质量差异(如果有的话)。这是第一次从如此大规模和跨文化的角度来研究移动网络。
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引用次数: 5
Retail Relay (a) 零售继电器(a)
Pub Date : 2017-01-01 DOI: 10.2139/ssrn.2974674
Kelly Brandow
Specializing in local, organic meat and produce, Retail Relay developed a new business model for online grocery shopping and delivery. Having succeeded in the small market of Charlottesville, Virginia, it was considering expanding to other, larger markets. This case focuses on customer lifetime value analysis and how this analysis, when paired with previous experience with consumer promotions, can guide thinking in developing the best strategies and tactics for entering new markets. Excerpt UVA-M-0784 Rev. Jun. 3, 2014 Retail Relay (a) The last-mile delivery cost kills most home-delivery businesses. I knew we could find a better way. —Zach Buckner, CEO of Retail Relay During the summer of 2007, Zach Buckner, the 31-year-old founder and CEO of Retail Relay, was again confronted with an ongoing frustration of daily suburban life. After his third trip to a local hardware store to get supplies for the same home improvement project, Buckner realized that a one-day project had now effectively become an all-weekend affair. He had spent more time shopping than installing new wiring in his 1930s-era house. Buckner had studied electrical and systems engineering and completed many consulting assignments for companies looking to improve their business operations. He drew on that knowledge and experience to come up with the concept of Retail Relay (Figure 1). And a new paradigm for online shopping was born. . . .
Retail Relay专门经营本地有机肉类和农产品,开发了一种新的在线杂货购物和配送业务模式。在弗吉尼亚州夏洛茨维尔的小市场取得成功后,该公司正考虑向其他更大的市场扩张。本案例的重点是客户终身价值分析,以及这种分析如何与以往的消费者促销经验相结合,指导开发进入新市场的最佳战略和战术。零售接力(a)最后一英里的配送成本扼杀了大多数送货上门的企业。我就知道我们能找到更好的办法。2007年夏天,31岁的Retail Relay创始人兼首席执行官扎克•巴克纳再次对日常郊区生活感到沮丧。在他第三次去当地一家五金店为同一个家装项目采购用品后,巴克纳意识到,一天的项目现在实际上已经变成了整个周末的事情。他花在购物上的时间比花在安装新电线上的时间还多。巴克纳曾学习电气和系统工程,并为希望改善业务运营的公司完成了许多咨询任务。他利用这些知识和经验,提出了零售接力的概念(图1)。一种新的在线购物模式诞生了. . . .
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引用次数: 0
Social Bots Distort the 2016 US Presidential Election Online Discussion 社交机器人扭曲2016年美国总统大选在线讨论
Pub Date : 2016-11-03 DOI: 10.5210/FM.V21I11.7090
Alessandro Bessi, Emilio Ferrara
Social media have been extensively praised for increasing democratic discussion on social issues related to policy and politics. However, what happens when this powerful communication tools are exploited to manipulate online discussion, to change the public perception of political entities, or even to try affecting the outcome of political elections? In this study we investigated how the presence of social media bots, algorithmically driven entities that on the surface appear as legitimate users, affect political discussion around the 2016 U.S. Presidential election. By leveraging state-of-the-art social bot detection algorithms, we uncovered a large fraction of user population that may not be human, accounting for a significant portion of generated content (about one-fifth of the entire conversation). We inferred political partisanships from hashtag adoption, for both humans and bots, and studied spatio-temporal communication, political support dynamics, and influence mechanisms by discovering the level of network embeddedness of the bots. Our findings suggest that the presence of social media bots can indeed negatively affect democratic political discussion rather than improving it, which in turn can potentially alter public opinion and endanger the integrity of the Presidential election.
社交媒体因促进了有关政策和政治的社会问题的民主讨论而受到广泛赞扬。然而,当这种强大的沟通工具被用来操纵在线讨论、改变公众对政治实体的看法,甚至试图影响政治选举结果时,会发生什么?在这项研究中,我们调查了社交媒体机器人的存在是如何影响2016年美国总统大选的政治讨论的。社交媒体机器人是由算法驱动的实体,表面上看起来是合法用户。通过利用最先进的社交机器人检测算法,我们发现了很大一部分可能不是人类的用户群体,占生成内容的很大一部分(约占整个对话的五分之一)。我们从人类和机器人的标签采用中推断出政治党派关系,并通过发现机器人的网络嵌入程度来研究时空通信、政治支持动态和影响机制。我们的研究结果表明,社交媒体机器人的存在确实会对民主政治讨论产生负面影响,而不是改善民主政治讨论,这反过来又可能改变公众舆论,危及总统选举的公正性。
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引用次数: 804
A Statistical Risk Assessment of Bitcoin and Its Extreme Tail Behaviour 比特币及其极端尾部行为的统计风险评估
Pub Date : 2016-09-10 DOI: 10.1142/S2010495217500038
Joerg Osterrieder, Julian Lorenz
We provide an extreme value analysis of the returns of Bitcoin. A particular focus is on the tail risk characteristics and we will provide an in-depth univariate extreme value analysis. Those properties will be compared to the traditional exchange rates of the G10 currencies versus the US dollar. For investors, especially institutional ones, an understanding of the risk characteristics is of utmost importance. So for Bitcoin to become a mainstream investable asset class, studying these properties is necessary. Our findings show that the bitcoin return distribution not only exhibits higher volatility than traditional G10 currencies, but also stronger non-normal characteristics and heavier tails. This has implications for risk management, financial engineering (such as bitcoin derivatives) — both from an investor's as well as from a regulator's point of view. To our knowledge, this is the first detailed study looking at the extreme value behavior of the cryptocurrency Bitcoin.
我们对比特币的回报进行了极值分析。特别关注尾部风险特征,我们将提供深入的单变量极值分析。这些资产将与十国集团(G10)货币对美元的传统汇率进行比较。对于投资者,特别是机构投资者来说,了解风险特征是至关重要的。因此,为了使比特币成为主流的可投资资产类别,研究这些属性是必要的。我们的研究结果表明,比特币收益分布不仅表现出比传统G10货币更高的波动性,而且具有更强的非正态特征和更重的尾部。这对风险管理、金融工程(如比特币衍生品)都有影响——无论是从投资者的角度还是从监管机构的角度。据我们所知,这是第一次详细研究加密货币比特币的极端价值行为。
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引用次数: 115
Market Dynamics. On a Muse of Cash Flow and Liquidity Deficit 市场动态。现金流与流动性赤字的思考
Pub Date : 2016-08-25 DOI: 10.2139/ssrn.3040580
V. Malyshkin
A first attempt at obtaining market--directional information from a non--stationary solution of the dynamic equation "future price tends to the value that maximizes the number of shares traded per unit time" [1] is presented. We demonstrate that the concept of price impact is poorly applicable to market dynamics. Instead, we consider the execution flow $I=dV/dt$ operator with the "impact from the future" term providing information about not--yet--executed trades. The "impact from the future" on $I$ can be directly estimated from the already--executed trades, the directional information on price is then obtained from the experimentally observed fact that the $I$ and $p$ operators have the same eigenfunctions (the exact result in the dynamic impact approximation $p=p(I)$). The condition for "no information about the future" is found and directional prediction quality is discussed. This work makes a substantial contribution toward solving the ultimate market dynamics problem: find evidence of existence (or proof of non--existence) of an automated trading machine which consistently makes positive P&L on a free market as an autonomous agent (aka the existence of the market dynamics equation). The software with a reference implementation of the theory is provided.
本文首次尝试从动态方程“未来价格趋向于单位时间内交易股票数量最大化的值”的非平稳解中获得市场方向信息[1]。我们证明了价格影响的概念很难适用于市场动态。相反,我们认为执行流$I=dV/dt$算子具有“来自未来的影响”术语,提供有关尚未执行的交易的信息。“未来对$I$的影响”可以从已经执行的交易中直接估计,然后从实验观察到的事实中获得价格的方向信息,即$I$和$p$算子具有相同的特征函数(动态影响近似的确切结果$p=p(I)$)。找到了“无未来信息”的条件,并对定向预测质量进行了讨论。这项工作为解决最终的市场动力学问题做出了重大贡献:找到一个自动交易机器的存在(或不存在的证明)的证据,该机器作为一个自主代理(又名市场动力学方程的存在),在自由市场上始终保持正的P&L。最后给出了该理论的软件实现参考。
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引用次数: 5
Are Advanced Economies Increasingly Reliant on Speculative Activities in Financial Markets and Fiscal Stimulus to Nudge Anemic Growth Upwards? 发达经济体是否越来越依赖金融市场的投机活动和财政刺激来推动疲弱的经济增长?
Pub Date : 2016-07-13 DOI: 10.6084/m9.figshare.3437765.v3
Wenfa Ng
Perceptions of economic trends and growth rates around the world over the past two decades, especially in advanced economies, suggests that the world is in a period of low growth without external stimulus delivered via speculative activities in the financial markets or fiscal stimulus. But is the intuition backed up by real data? If real, is the concept specific to the contemporary environment where there is increased (and increasing) integration of the world’s financial markets coupled with a global savings glut and a shortfall in aggregate demand? More precisely, does the observed phenomenon describes periodic gyration in economic activities, local or global; or is it just a name to annotate a period of economic history unlikely to repeat itself? In addition, what are the factors that have potentiated (observed) surreal economic readout: rapid growth followed by sharp drop in economic activities in many emerging economies over the last decade? Is herd behavior, bundled structured products or bonds (of questionable risk profile), high speed trading and dark pools, alone or in combination, pushing trading activities on various financial markets to artificially high levels? Do the above mask deeper problems such as low rates of wage growth (relative to inflation), which manifest, at the population level, as reasonable GDP growth rates, but increased income inequality?
对过去20年世界各地(尤其是发达经济体)经济趋势和增长率的看法表明,世界正处于低增长时期,没有通过金融市场投机活动或财政刺激提供的外部刺激。但这种直觉有真实数据支持吗?如果这是真的,那么这个概念是否只适用于当前的环境,即全球金融市场日益一体化,同时全球储蓄过剩和总需求不足?更准确地说,观察到的现象是否描述了局部或全球经济活动的周期性波动;或者,它只是一个名称,用来说明一段不太可能重演的经济史?此外,是什么因素加剧了(观察到的)超现实的经济解读:在过去十年中,许多新兴经济体的经济活动在快速增长之后急剧下降?羊群行为、捆绑结构性产品或债券(风险状况可疑)、高速交易和暗池,单独或共同推动各种金融市场的交易活动达到人为的高水平吗?以上是否掩盖了更深层次的问题,如工资增长率低(相对于通货膨胀),这在人口层面上表现为合理的GDP增长率,但却加剧了收入不平等?
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引用次数: 1
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