JOIM: 2011
Volume 9, No. 1, First Quarter 2011
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Practitioner's Digest
Practitioner’s Digest • Vol. 9, No. 1
The “Practitioners Digest” emphasizes the practical significance of manuscripts featured in the “Insights” and “Articles” sections of the journal. Readers who are interested in extracting the practical value of an article, or who are simply looking for a summary, may look to this section.
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Article
Decentralized Downside Risk Management
The process of risk management for institutional investors faces two challenges. First, since most institutions are decentralized in contrast to being direct investors in assets, it is difficult to separate the risks of the assets in the portfolio from the risks generated by the investment decisions by fund management. To address this issue, we propose a risk measurement methodology which calculates the risk contributions of individual securities and investment decisions simultaneously. This decomposition is applicable to any decentralized investor as long as its relevant risk measurement statistic can be additively decomposed. Second, statistics used to measure risk may not coincide with institution-specific investment risks, in the sense that the utility employed in asset allocation may be unrelated to the risk measure utilized. For example, an institution may do mean-variance asset allocation, but inconsistently measure the risk of the portfolio using Value at Risk. We apply this methodology to a particular type of decentralized investor, specifically, endowment funds where the relevant risk statistic is the downside risk of returns relative to actual payout levels, plus inflation. We show how downside risk can be decomposed and apply our simultaneous downside risk decomposition empirically on a sample of U.S. endowment funds. We find that an endowment's asset allocation to U.S. Equity, consistent with having the largest weight in the average endowment portfolio, generates almost half of the total endowment returns but almost 100% of the total portfolio downside risk. We further find that tactical allocations (or timing) have economically small contributions to both returns and risk. Finally, we find that the allocations to U.S. Fixed Income and to Hedge Funds as well as active investment decisions (except for tactical) contribute positively to returns, while reducing portfolio downside risk.
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Article
The Supply and Demand of Alpha
This paper analyzes the supply and demand for alpha by institutional investors and the money managers who serve them. A large database of products offered by such managers is used to estimate how the demand for such products increases as a function of achieved excess returns and how the ability to produce such excess returns declines with increased AUM (Assets Under Management). Static and dynamic (simulation) analyses are used to explore some implications of these estimates.
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Article
The National Transportation Safety Board: A Model for Systemic Risk Management
We propose the National Transportation Safety Board (NTSB) as a model organization for addressing systemic risk in industries and contexts other than transportation. When adopted by regulatory agencies and the transportation industry, the safety recommendations of the NTSB have been remarkably effective in reducing the number of fatalities in various modes of transportation since the NTSB's inception in 1967 as an independent agency. The NTSB has no regulatory authority and is solely focused on conducting forensic investigations of transportation accidents and proposing safety recommendations. With only 400 full-time employees, the NTSB has a much larger network of experts drawn from other government agencies and the private sector who are on call to assist in accident investigations on an as-needed basis. By allowing the participation in its investigations of all interested parties who can provide technical assistance to the investigations, the NTSB produces definitive analyses of even the most complex accidents and provides actionable measures for reducing the chances of future accidents. It is possible to create more efficient and effective systemic-risk management processes in many other industries, including financial services, by studying the organizational structure and functions of the NTSB.
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Article
Has Hedge Fund Alpha Disappeared?
This paper investigates the alpha generation of the hedge fund industry based on a recent sample compiled from the Lipper/TASS database covering the time period from January 1994 to September 2008. We find a positive average hedge fund alpha in the cross-section for the majority of strategies and a positive and significant alpha for roughly half of all funds. Moreover, the alpha of three-quarter of the strategy indices is positive and significant in the time series. A comparison of a factor model in which the risk factors are selected based on a stepwise regression approach and the widely used factor model proposed by Fung and Hsieh (2004) reveals that the estimated alpha is robust with respect to the choice of the factor model. In contrast to prior research, we find no evidence of a decreasing hedge fund alpha over time. Moreover, based on our sample, we cannot confirm prior evidence pointing to capacity constraints in the hedge fund industry.
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Case Study
Closet Indexing
“Case Studies” presents a case pertinent to contemporary issues and events in investment management. Insightful and provocative questions are posed at the end of each case to challenge the reader. Each case is an invitation to the critical thinking and pragmatic problem solving that are so fundamental to the practice of investment management.
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Book Review
The Big Short-Inside The Doomsday Machine
“Book Reviews” identifies important, and often popular, new books from a wide range of investment topics. Beyond providing a summary and review of the content and style of the books, “Book Reviews” seeks to contribute to a conscious, critical, and informed approach to investment literature.
Volume 9, No. 2, Second Quarter 2011
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Practitioner's Digest
Practitioner’s Digest • Vol. 9, No. 2
The “Practitioners Digest” emphasizes the practical significance of manuscripts featured in the “Insights” and “Articles” sections of the journal. Readers who are interested in extracting the practical value of an article, or who are simply looking for a summary, may look to this section.
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Article
Efficient Markets in Crisis
A belief that markets are efficient is blamed for instigating the crisis we are in and lulling us into complacency as the crisis was approaching. But the debate about the role of such belief in the crisis is unfocused for two reasons. First, a lack of a common definition of market efficiency precludes a common language. Second, efficient markets are conflated with free markets.
The ambitious definition of efficient markets is their definition as rational markets, where security prices always equal intrinsic values. The modest definition of efficient markets is their definition as unbeatable markets. Bubbles cannot occur in rational markets but they can occur in unbeatable markets. I argue that a belief in market efficiency cannot bear responsibility for our crisis since most investors do not believe that markets are either rational or unbeatable.
Free markets are markets where government places little or no imprint on the financial behavior of individuals and organizations and on markets through regulations and direct intervention. Many advocates of free markets believe that such markets are also more efficient than markets which are not as free. But free markets are distinct from efficient markets. Highly regulated markets can be no less efficient in the sense of rational markets or unbeatable markets than lightly regulated markets. I argue that a belief that free markets are always superior to regulated markets and lightly regulated markets are always superior to heavily regulated markets does bear some responsibility for our crisis. Regulations that would have limited the types of mortgages offered to homeowners would have helped stem the crisis or mitigate it. So would have limits on the degree of leverage employed by banks and homeowners alike.
Yet not all regulations and government interventions bring unmitigated benefits. We have no precise measures by which we might distinguish real bubbles from illusory ones. Governments which aim to pop real bubbles run the risk of plunging us into recessions by popping illusory ones. The challenge we face is the challenge of seeing an opaque future as clearly as possible, knowing not only that foresight is not as clear as hindsight but also that we would be judged in the future as if it is. -
Article
Predicting Financial Distress and the Performance of Distressed Stocks
In this paper, we consider the measurement and pricing of distress risk. We present a model of corporate failure in which accounting and market-based measures forecast the likelihood of future financial distress. Our best model is more accurate than leading alternative measures of corporate failure risk. We use our measure of financial distress to examine the performance of distressed stocks from 1981 to 2008. We find that distressed stocks have high stock return volatility and high market betas and that they tend to underperform safe stocks by more at times of high market volatility and risk aversion. However, investors in distressed stocks have not been rewarded for bearing these risks. Instead, distressed stocks have had very low returns, both relative to the market and after adjusting for their high risk. The underperformance of distressed stocks is present in all size and value quintiles. It is lower for stocks with low analyst coverage and institutional holdings, which suggests that information or arbitrage-related frictions may be partly responsible for the underperformance of distressed stocks.
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Article
Multiple Time Scale Attribution for Commodity Trading Advisor (CTA) Funds
Commodity trading advisors (CTAs) make directional investments in liquid futures and forward markets. Since CTAs generally do not engage in security selection or relative value trades, their performance depends to a large extent on funds ability to time market exposures. We analyze CTA return attribution, splitting returns into contributions from asset class (beta) factors and market timing factors. For each asset, we use timing factors at several frequencies. The highest frequency (e.g., daily) timing factors are absolute values of asset returns, while lower frequency (e.g., weekly or monthly) timing factors also use high-frequency returns. Average fund returns net of beta and market timing contributions are called residual alpha. For CTAs, the market timing contribution varies by frequency. By combining timing factors at different frequencies, we estimate aggregate market timing alpha and residual alpha; this latter quantity is around −8% per year for CTA indexes, with transaction costs being a potential contributor.
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Article
Robust Portfolio Rebalancing with Transaction Cost Penalty An Empirical Analysis
The goal of this paper is to study and compare two popular techniques used by practitioners to reduce the sensitivity of optimal portfolios to uncertainty in expected return for a typical portfolio optimization problem. Specifically, we investigate whether including transaction costs into the optimization problems objective function addresses the robustness issue. We weight this approach against the robust optimization method described in Goldfarb and Iyengar (2003). The latter directly incorporates the distribution of estimation errors in the optimization problem and determines the optimal portfolio allocation by selecting the least favorable realization of the expected returns in the investors uncertainty region.
Our analysis focuses on the return maximization problem with constraints on total risk or tracking error and a transaction cost penalty in the objective function. We demonstrate that not only are the effects of incorporating a transaction cost penalty into the optimization problem similar to those of modeling uncertainty in expected returns, but that there are also some interesting differences. We offer some insights into the observed interplay between modeling transaction costs and modeling return uncertainty. -
Case Study
A Lively Expectation of Favors Yet to be Received
“Case Studies” presents a case pertinent to contemporary issues and events in investment management. Insightful and provocative questions are posed at the end of each case to challenge the reader. Each case is an invitation to the critical thinking and pragmatic problem solving that are so fundamental to the practice of investment management.
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Book Review
The Endowment Model Of Investing: Return, Risk and Diversification
“Book Reviews” identifies important, and often popular, new books from a wide range of investment topics. Beyond providing a summary and review of the content and style of the books, “Book Reviews” seeks to contribute to a conscious, critical, and informed approach to investment literature.
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Survey & Crossover
Random Lattices for Option Pricing Problems in Finance
While the use of Monte Carlo methods is well established for pricing derivatives, this paper focuses on a random-lattice approach, also known in the literature as the stochastic-mesh method. The method is reviewed here. We show that the method may be refined with an ad-hoc bias correction, that suitably adjusts these models for accuracy. The paper presents experimental results, related analysis, and a set of applications, demonstrating easy applicability to popular choices for option pricing stochastic processes. The flexibility and ease of implementation of this approach, as seen from the examples, suggests that this approach has wide practical applicability.
Volume 9, No. 3, Third Quarter 2011
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Insight
What Interest Rate Models To Use? Buy Side Versus Sell Side
Does the selection of a specific interest rate model to use for pricing, hedging, and risk return analysis depend upon whether the user is a buy-side institution or a sell-side dealer bank? Sanjay Nawalkha and Riccardo Rebonato debate this question in this paper and provide some insightful conclusions. Responding to Nawalkha's [2010] critique of the LMM-SABR model, Rebonato argues that the LMM-SABR model is currently the best available model for the sell-side dealer banks for pricing and hedging large portfolios of complex interest rate derivatives within tight time constraints. Nawalkha in his rejoinder argues that the LMM-SABR model is useless at best, and dangerous at worst for the buy-side institutions, and these institutions must use time-homogeneous fundamental and single-plus interest rate models (e.g., such as affine and quadratic term structure models) for risk-return analysis under the physical measure, as this cannot be done using the time-inhomogeneous double-plus and triple-plus versions of the LMM-SABR model.
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Article
Portfolio Diversification
Contrary to conventional wisdom, there is no evidence investors can, or have ever been able to, easily form portfolios containing negligible exposure to unsystematic returns. Because well-diversified portfolios are the bedrock upon which so much financial theory is built, investors' inability to easily form well-diversified portfolios helps explain the persistence of anomalies and the possibility of "bubbles" in asset prices.
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Article
Hedge Funds: A Sensible Approach to Oversight
After years of debating whether additional regulation should be imposed on hedge funds, legislative initiatives, such as the Dodd-Frank Act, have recently been enacted and could significantly alter the scope of government oversight in an industry that has, until recently, been subject to little regulatory scrutiny. The purpose of this article is not to critique recent legislative initiatives, but rather discuss the historical failings of regulators to detect fraud and other misconduct at early stages. In doing so, this article will also focus on recurring themes that are prevalent in fraud related misconduct, and offer suggestions upon which regulators may improve their efforts to detect fraud before investors suffer significant losses. In 2003, the SEC estimated that as many as 7,000 hedge funds operated in the United States managing approximately $600 to $650 billion in assets. More recent estimates suggest that industry assets peaked around $3.0 trillion just before the credit crisis and global recession began. These figures underscore the point that the industry has experienced a period of exponential growth and simultaneously heightened the concerns of regulators. However, it should be noted that SEC enforcement actions were brought against less than 1% of hedge funds during the past decade. Accordingly, while there has, at times, been investment advisers that engaged in unethical behavior, most hedge fund managers appear to operate with integrity. Thus, the proposals outlined herein are intended to alter the behavior of the unethical while minimizing the impact to industry practitioners that operate with integrity.
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Article
Fat Tails and Stop-Losses in Portable Alpha
We investigate the optimal stop-loss on the alpha investment for a portable alpha vehicle. The optimal stop-loss maximizes investors utility of wealth for a portfolio consisting of a portable alpha fund and risk free assets. We model the dynamics of the assets as a combination of a normal era with positive average returns and stressed era with negative average returns. We discuss the dependence of the optimal choice of stop-loss on the probability of being in the stressed era, the average return of the alpha asset in the stressed era and on the cost to liquidate the risky alpha asset.
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Case Study
The Nutty Professor (36)
“Case Studies” presents a case pertinent to contemporary issues and events in investment management. Insightful and provocative questions are posed at the end of each case to challenge the reader. Each case is an invitation to the critical thinking and pragmatic problem solving that are so fundamental to the practice of investment management.
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Book Review
Bond Portfolio Investing and Risk Management
“Book Reviews” identifies important, and often popular, new books from a wide range of investment topics. Beyond providing a summary and review of the content and style of the books, “Book Reviews” seeks to contribute to a conscious, critical, and informed approach to investment literature.
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Practitioner's Digest
Practitioner’s Digest • Vol. 9, No. 3
The “Practitioners Digest” emphasizes the practical significance of manuscripts featured in the “Insights” and “Articles” sections of the journal. Readers who are interested in extracting the practical value of an article, or who are simply looking for a summary, may look to this section.
Volume 9, No. 4, Fourth Quarter 2011
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Article
Another Look at Idiosyncratic Volatility and Expected Returns
We conduct comprehensive analyses of the return characteristics of stock portfolios sorted by idiosyncratic volatility. We show that the relationship between idiosyncratic volatility and expected stock returns depends on whether the portfolio is composed of stocks with extreme performance and whether the returns are computed over January and nonJanuary months. The dominance of loser stocks in December and a reversal effect in the subsequent month lead to a positive relation between idiosyncratic volatility and portfolio returns in January. Whereas for other months, the impact of past winner stocks dominates and a negative relation is observed due to the return reversal of these winner stocks. Our study contributes to the understanding of how January effect and short-term return reversal can lead to different relation between idiosyncratic volatility and expected returns.
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Article
Pairs – Trading on Divergent Analyst Recommendations
Pairs-trading is a short-term, self-financing arbitrage strategy in which buy and sell positions are simultaneously placed on two stocks whose prices have moved temporarily apart after following a long parallel path. We develop a new pairs-trading rule based on financial analysts' buy/hold/sell recommendations from IBES Details Recommendation Database and test it for the period 1994 - 2009. On the basis of the Fama-French (1993) and Carhart [Journal of Finance 52(1), 57 - 82, 1997] four-factor models, we find that our trading rule generally results in positive risk-adjusted returns. It is more effective on small- and midcap pairs of stocks than on large-cap pairs, consistent with the hypothesis of information disparity in the stock market. It is more effective in the industries of mining, finance, and services than in others. In additional exploration of our strategy, we examine the correlation of analyst recommendations with past stock investment and corporate earnings performance in the past. We find significant positive correlation, lending new support to prior findings of the relation between recommendations and recent performance.
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Article
Managing the Volatility of Alpha Models
After posting good performance for over two decades, quantitative equity investment managers have recently produced weak returns. We develop a measure of risk and show how changes in risk provide a common framework to explain factor returns and past underperformance. We find that the quantitative stock ranking models based upon factor weights that vary with their conditional (on risk) forecasted returns are superior to traditional models with fixed weights based upon unconditional historical averages. The suggested improvements to investment processes rely upon objective and well-defined relationships between factor returns and risk.
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Insight
What Taleb Can Learn From Markowitz
Markowitz' 1959 book introduced a concept of value that could actually be tested. Markowitz's quite general conditions can lead to the Central Limit Theorem.
Consider weekly returns on Markowitz's random wheel. Then annual returns on actual prices would have 52 terms reflecting returns on value and 2 for microstructure noise. We can use such annual returns if
1) weeks are short enough that Markowitz's approximation to the log holds for a reasonable dispersion of weekly returns (on value only, with noise excluded).
2) 52 terms in the sum is enough.
And note: whether Markowitz is a Gaussian depends on the weekly returns - not the annual returns. -
Article
Efficient Indexation: An Alternative to Cap-Weighted Indices
This paper introduces a novel method for the construction of equity indices that, unlike their cap-weighted counterparts, offer an efficient risk/return trade-off. The index construction method goes back to the roots of modern portfolio theory and focuses on the tangency portfolio, the portfolio that weights index constituents so as to obtain the highest possible Sharpe ratio. The major challenge is to generate the required input parameters in a robust manner. The expected excess return of each stock is estimated from portfolio sorts according to the stock's total downside risk. This estimate uses the economic insight that stocks with higher risk should compensate their holders with higher expected returns. To estimate the covariance matrix, we use principal component analysis to extract the common factors driving stock returns. Moreover, we introduce a procedure to control turnover in order to implement the method with low transaction costs. Our empirical results show that portfolio optimization with our robust parameter estimates generates out-of-sample Sharpe ratios significantly higher than those of the corresponding cap-weighted indices. In addition, the higher risk-return efficiency is achieved consistently and across varying economic and market conditions.
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Case Study
Understanding the Middle East
“Case Studies” presents a case pertinent to contemporary issues and events in investment management. Insightful and provocative questions are posed at the end of each case to challenge the reader. Each case is an invitation to the critical thinking and pragmatic problem solving that are so fundamental to the practice of investment management.
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Book Review
Debunkery: Learn It, Do It, and Profit From It - Seeing Through Wall Street's Money-Killing Myths
“Book Reviews” identifies important, and often popular, new books from a wide range of investment topics. Beyond providing a summary and review of the content and style of the books, “Book Reviews” seeks to contribute to a conscious, critical, and informed approach to investment literature.
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Practitioner's Digest
Practitioner’s Digest • Vol. 9, No. 4
The “Practitioners Digest” emphasizes the practical significance of manuscripts featured in the “Insights” and “Articles” sections of the journal. Readers who are interested in extracting the practical value of an article, or who are simply looking for a summary, may look to this section.