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Analysis and Comparison of Natural Language Processing Algorithms as Applied to Bitcoin Conversations on Social Media 社交媒体上比特币对话的自然语言处理算法分析与比较
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-12-09 DOI: 10.3905/joi.2021.1.213
Benjamin McMillan, Joshua Myers, A. Nguyen, Don Robinson, Mark Kennard
Institutional interest in bitcoin has grown significantly since its “bubble highs” in 2017; and given its lack of traditional fundamentals, investor sentiment is likely to drive price discovery. As social media has grown, Reddit has evolved to host significant conversations regarding bitcoin (‘r/bitcoin’) and general investing (‘r/investing’). We focus on these two channels using four distinct natural language processing algorithms to create an ensemble sentiment score and measure the relationship of the score to the change in bitcoin’s price.
自2017年比特币的“泡沫高点”以来,机构对比特币的兴趣大幅增长;鉴于它缺乏传统的基本面,投资者情绪可能会推动价格发现。随着社交媒体的发展,Reddit已经演变为举办关于比特币(' r/bitcoin ')和一般投资(' r/investing ')的重要对话。我们专注于这两个渠道,使用四种不同的自然语言处理算法来创建一个整体情绪得分,并衡量得分与比特币价格变化的关系。
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引用次数: 2
The Historical Record on Active versus Passive Mutual Fund Performance 主动与被动共同基金业绩的历史记录
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-12-02 DOI: 10.3905/joi.2021.1.212
David Nanigian
This study examines the risk-adjusted performance of actively managed mutual funds versus passively managed mutual funds between 1991 and 2019 and finds that there is no statistically significant difference in performance between the two types of funds when the passively managed funds are compared to competitively priced actively managed funds. The practical implication of this study is that, setting tax considerations aside, as long as investors are cost-conscious in their fund selection process, investing in passively managed funds does not meaningfully improve investor outcomes.
本研究考察了1991年至2019年间主动管理共同基金与被动管理共同基金的风险调整后业绩,发现当被动管理基金与定价有竞争力的主动管理基金相比时,这两类基金的业绩没有统计学上的显著差异。这项研究的实际含义是,抛开税收因素不谈,只要投资者在基金选择过程中有成本意识,投资被动管理基金就不会有意义地改善投资者的结果。
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引用次数: 0
Editor’s Letter 编辑的信
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-11-30 DOI: 10.3905/joi.2021.31.1.001
Brian R. Bruce
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引用次数: 0
Trading Applications Using EVA Style Analysis 使用EVA风格分析的交易应用
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-11-07 DOI: 10.3905/joi.2021.1.210
A. Chakraborty, J. Grant, E. Trahan, B. Varma
The authors apply economic value added (EVA) style analysis to four corporate actions: acquisitions, share repurchases, stock splits, and dividend announcements. Firms acquiring public targets provide significant shorting opportunities on value-destroying growth and “wise” restructurers. Acquiring firms with private targets provide longing opportunities on underinvesting and wise restructurers. For share repurchases, the authors find consistent alpha opportunities on repurchasing firms by longing their stocks, with the highest alpha on the wise restructurers. The post-announcement returns for stock splits were negative for value destroyers and positive for restructurers. For dividend increases, post-announcement effects are small except for positive alpha on the wise restructurers. For dividend decreases, negative abnormal returns continue for the value destroyers and restructurers. The best longing opportunity is on the stocks of share-repurchasing companies in a wise restructurer position, while the best shorting opportunity is on the stocks of dividend-decreasing companies in a value-destroyer position. For active investors, EVA style analysis illuminates the naiveté of a “one size fits all” trading strategy on corporate actions.
作者将经济增加值(EVA)风格分析应用于四种公司行为:收购、股票回购、股票分割和股息公告。收购公开目标的公司为破坏价值的增长和“明智的”重组提供了重要的卖空机会。收购有私人目标的公司为投资不足和明智的重组提供了长久的机会。对于股票回购,作者发现通过延长股票回购公司的α机会是一致的,明智的重组公司的α机会最高。对价值破坏者来说,拆分股票的收益是负的,对重组者来说是正的。对于股息增加,公告后的影响很小,除了对明智的重组者产生正alpha效应。当股息减少时,价值破坏者和价值重组者的负异常回报将继续。最好的做多机会是股票回购公司的股票,处于明智重组的位置,而最好的做空机会是股息减少公司的股票,处于价值破坏者的位置。对于积极投资者来说,EVA风格的分析说明了“一刀切”的企业行为交易策略的天真。
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引用次数: 0
Protecting Portfolios Against Inflation 保护投资组合免受通货膨胀影响
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-10-18 DOI: 10.3905/joi.2021.1.207
Eugene Podkaminer, Wylie Tollette, Laurence B. Siegel
Inflation is a perennial threat to the real value of portfolios, even though current inflation rates are low. To protect portfolios against inflation, cash, inflation-indexed bonds, equities, real estate, and commodities are the usual candidates. We examine each, plus other assets and, importantly, various kinds of liabilities, to examine their historical and prospective responses to expected and unexpected inflation. Our article is integrative, bringing together ideas and data from many different sources in one place.
通货膨胀是对投资组合实际价值的长期威胁,尽管目前的通货膨胀率很低。为了保护投资组合免受通货膨胀的影响,现金、通胀指数债券、股票、房地产和大宗商品是通常的候选者。我们检查了每种资产,以及其他资产,更重要的是,检查了各种负债,以检查它们对预期和意外通货膨胀的历史和预期反应。我们的文章是综合性的,将来自许多不同来源的想法和数据汇集在一个地方。
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引用次数: 1
Enhancing Equity Index Mutual Fund Returns Using Cost and Morningstar Ratings Information 利用成本和晨星评级信息提高股票指数共同基金回报
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-10-15 DOI: 10.3905/joi.2021.1.206
C. E. Chang, T. Krueger, H. Witte
Although equity index mutual funds (EIMFs) are often viewed as a commodity, we analyze the impact that differences in expenses and other fund characteristics have on both past returns and forward-looking ratings. Morningstar evaluates past performance with their “star” rating and evaluates future fund prospects using analyst ratings (ARs) and quantitative ratings (QRs). Funds with low expense ratios and no loads earn higher returns without adding proportionally higher risk. Morningstar analysts carefully consider fund fees in their evaluations and assign much higher ARs to lower-cost funds. Interestingly, although loads initially appear to negatively impact these ratings, once expense ratios are controlled for, analysts seem to be favorably disposed to funds with loads. Regression analysis further suggests that ARs are also positively influenced by Morningstar ratings and fund size. QRs are positively influenced by past performance, but negatively correlated with loads and expense ratios. EIMF age has little influence on AR and QR levels, though the likelihood of an AR rating increases with time since inception. Similar results occur in both the US and foreign equity markets. Expense ratios, loads, past performance, and size can all be used as fund selection tools that aid in maximizing investor wealth.
尽管股票指数共同基金(EIMFs)通常被视为一种商品,但我们分析了支出和其他基金特征的差异对过去回报和前瞻性评级的影响。晨星公司用“星级”评级来评估过去的业绩,并用分析师评级(AR)和定量评级(QRs)来评估未来的基金前景。低支出比率和无负载的基金可以获得更高的回报,而不会相应增加更高的风险。晨星分析师在评估中仔细考虑了基金费用,并将更高的AR分配给成本更低的基金。有趣的是,尽管负载最初似乎会对这些评级产生负面影响,但一旦控制了费用比率,分析师似乎会对有负载的基金产生好感。回归分析进一步表明,AR也受到晨星评级和基金规模的积极影响。QRs受过去表现的正向影响,但与负荷和费用比率呈负相关。EIMF年龄对AR和QR水平几乎没有影响,尽管自成立以来,AR评级的可能性随着时间的推移而增加。美国和外国股市也出现了类似的结果。支出比率、负载、过去的表现和规模都可以用作基金选择工具,有助于最大化投资者财富。
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引用次数: 1
Research Unbundling and COVID-19: Will Europe’s Capital Markets Recovery Package Help? 研究解绑与新冠肺炎:欧洲资本市场复苏计划会有帮助吗?
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-10-08 DOI: 10.3905/joi.2021.1.205
Michael Bender, Tino Cestonaro, P. Gomber, Jascha-Alexander Koch
In 2018, the European financial regulation MiFID II introduced research unbundling rules that banned the bundling of research payments with execution costs. The aim of research unbundling is to increase transparency for investors and to avoid agency conflicts. Opponents argue that research unbundling reduces small and medium-sized enterprise (SME) research and, thereby, SMEs’ financing opportunities because this research can no longer be cross-subsidized by research fees paid for larger companies. The outbreak of COVID-19 and its impact on financial markets fueled intense discussions on rebundling for SMEs. Consequently, in February 2021, the European Commission adopted a Capital Markets Recovery Package that allows bundled research for SMEs below a market capitalization of EUR 1 billion. Against this backdrop, the authors conducted a survey among European market participants to investigate changes in research services due to research unbundling and the COVID-19 pandemic. Moreover, they examine market participants’ views on the expected effects and improvements of the option to rebundle SME research as provided by the recovery package.
2018年,欧洲金融监管机构MiFID II引入了研究拆分规则,禁止将研究付款与执行成本捆绑在一起。研究分拆的目的是提高投资者的透明度,避免机构冲突。反对者认为,研究分拆减少了中小型企业的研究,从而减少了中小企业的融资机会,因为这项研究不能再由大公司支付的研究费交叉补贴。新冠肺炎的爆发及其对金融市场的影响引发了关于中小企业重组的激烈讨论。因此,2021年2月,欧盟委员会通过了一项资本市场复苏计划,允许对市值低于10亿欧元的中小企业进行捆绑研究。在此背景下,作者对欧洲市场参与者进行了一项调查,以调查研究分拆和新冠肺炎大流行导致的研究服务变化。此外,他们还考察了市场参与者对复苏方案提供的重新捆绑中小企业研究的预期效果和改进的看法。
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引用次数: 0
Maximum Drawdown Distributions: The Cross-Asset Dimension 最大缩减分布:跨资产维度
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-09-30 DOI: 10.3905/joi.2021.1.194
Peter Warken, Angelina Kostyrina
Potential severe drawdowns are a central concern of investors and pose a risk often inadequately considered in the risk profiling or portfolio optimization process. In this article, conditional expected drawdowns are extended from a multi-asset perspective by introducing the conditional expected cross-maximum drawdown measure. The dimensions of magnitude and time are combined to describe tail risk dynamics across asset classes. Beyond extending the risk analytics toolbox, approaches are introduced to explicitly and computational efficiently incorporate this perspective in the optimization process. This puts investors in the position to significantly improve the tails of the maximum drawdown distribution of their strategic asset allocation. Key Findings ▪ The understanding of maximum drawdown distributions is extended from a multi-asset perspective to address a central concern of investors. ▪ A framework to estimate and analyze the dynamics across asset classes is established by using the introduced risk measure and bootstrapping simulations. ▪ Applications in portfolio optimization highlight the fact that investors can significantly increase resilience and improve the risk-adjusted returns of their strategic asset allocation.
潜在的严重提款是投资者最关心的问题,在风险分析或投资组合优化过程中往往没有充分考虑到这一风险。在本文中,通过引入条件预期跨最大提款度量,从多资产的角度扩展了条件预期提款。规模和时间的维度被结合起来描述了不同资产类别的尾部风险动态。除了扩展风险分析工具箱外,还引入了一些方法,以明确和计算有效地将这一观点纳入优化过程。这使投资者能够显著改善其战略资产配置的最大提款分布的尾部。关键发现▪ 从多资产的角度扩展了对最大提款分配的理解,以解决投资者的一个核心问题。▪ 通过使用引入的风险度量和自举模拟,建立了一个评估和分析资产类别动态的框架。▪ 投资组合优化的应用突出了这样一个事实,即投资者可以显著提高其战略资产配置的弹性并提高风险调整后的回报。
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引用次数: 0
BOOK REVIEW: Do-It-Yourself Wealth Management 书评:自己做财富管理
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-09-30 DOI: 10.3905/joi.2021.1.198
F. Fabozzi
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引用次数: 0
Bonds Don’t Need to Be Negatively Correlated with Equities 债券不需要与股票负相关
IF 0.6 Q3 Economics, Econometrics and Finance Pub Date : 2021-09-30 DOI: 10.3905/joi.2021.1.192
L. Ryan
The current narrative that bonds no longer diversify equities because of low yields and a potential shift in bond-equity correlation fails to consider the relative importance of bond volatility in reducing overall portfolio volatility. Bonds will continue to provide diversification if bond volatility is lower than equity volatility, even if the correlation is positive. While better outcomes can be achieved under negative correlation, this is secondary to the impact of relative volatility. Key Findings ▪ The current narrative that bonds no longer reduce portfolio risk because of low yields and a potential shift in bond-equity correlation fails to consider the relative importance of bond volatility in reducing overall portfolio volatility. ▪ The role of bonds in the portfolio is to provide volatility reduction. Bonds will continue to lower portfolio volatility if bond volatility is lower than equity volatility, even if the correlation is positive. ▪ While better outcomes can be achieved under negative correlation, this is secondary to the impact of relative volatility.
目前的说法是,由于低收益率和债券-股票相关性的潜在转变,债券不再使股票多样化,但这种说法没有考虑到债券波动性在降低整体投资组合波动性方面的相对重要性。如果债券波动率低于股票波动率,即使相关性为正,债券将继续提供多元化。虽然在负相关的情况下可以获得更好的结果,但相对波动性的影响是次要的。■目前认为债券不再降低投资组合风险的说法,是因为低收益率和债券-股票相关性的潜在转变,未能考虑债券波动性在降低整体投资组合波动性方面的相对重要性。▪债券在投资组合中的作用是减少波动性。如果债券波动率低于股票波动率,即使相关性为正,债券也会继续降低投资组合的波动率。▪虽然在负相关的情况下可以取得更好的结果,但相对波动性的影响而言,这是次要的。
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引用次数: 0
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Journal of Investing
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