The Journal of Investment Management • customerservice@joim.com(925) 299-78003658 Mt. Diablo Blvd., Suite 200, Lafayette, CA 94549 • Bridging the theory & practice of investment management

Bridging the theory & practice of investment management

JOIM: 2013

Volume 11, No. 1, First Quarter 2013

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 11, 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.

  • Article

    Bayesian Modeling in Finance

    The Bayesian statistical method provides an alternative approach to study some of the classical problems in finance. In the existing finance literature, research that uses Bayesian econometrics is primarily in the area of asset pricing. Bayesian applications in corporate finance have been rather limited, despite its great potential as a viable alternative to address some challenging problems in corporate finance that are difficult to solve by the traditional approach. Bayesian estimation techniques, the Markov Chain Monte Carlo (MCMC) methods in particular, are very conductive to estimating nonlinear models with high dimensional integrals in the likelihood or models with a hierarchical structure. In this paper, we outline the basic concepts of Bayesian modeling, describe most commonly used estimation techniques, and review its applications in the existing finance literature.

  • Article

    Deconstructing Black-Litterman: How to Get the Portfolio You Already Knew You Wanted

    The Markowitz (1952, 1959) mean-variance (MV) efficient frontier has been the theoretical standard for defining portfolio optimality for more than a half century. However, MV optimized portfolios are highly susceptible to estimation error and difficult to manage in practice (Jobson and Korkie 1980, 1981; Michaud 1989). The Black and Litterman (BL) (1992) proposal to solve MV optimization limitations produces a single maximum Sharpe ratio (MSR) optimal portfolio on the unconstrained MV efficient frontier based on an assumed MSR optimal benchmark portfolio and active views. The BL portfolio is often uninvestable in applications due to large leveraged or short allocations. BL use an input tuning process for computing acceptable sign constrained solutions. We compare constrained BL to MV and Michaud (1998) optimization for a simple data set. We show that constrained BL is identical to Markowitz and that Michaud portfolios are better diversified under identical inputs and optimality criteria. The attractiveness of the BL procedure is due to convenience rather than effective asset management and not recommendable relative to alternatives.

  • Article

    Investing in What You Know: The Case of Individual Investors and Local Stocks

    This paper tests the performance of individuals' equity investments. We study over 40,000 accounts and 950,000 trades from a large discount broker. Individuals invest heavily in local stocks and put 14% more into these stocks than a market-neutral portfolio would suggest. Using holdings-based calendar-time portfolios, we find the local holdings do not generate positive alphas. Using the transactions data, we find local stocks bought actually underperform local stocks sold (though the underperformance is more severe when considering remote stocks). We find no support for the folk wisdom that one should "invest in what you know."

  • Article

    Stock Strategies with the January Barometer and the Yield Curve

    The January Barometer states that the sign of the stock-markets returns in January can predict the subsequent 11-month stock-market return over February to December. Cooper et al. (2010) show that the best way to use the January Barometer is to be long following positive Januarys and invest in T-bills following negative Januarys. In this study, similar to the January Barometer, we find that the 11-month average return following upward-sloping yield curves is significantly higher than the 11-month average return following downward-sloping yield curves. Further, we find that trading strategies that combine the trading signals from the January Barometer and the yield curve comfortably outperform the best strategy that relies on the January Barometer alone. We show that the combined January barometer-yield curve strategy has lower risks and higher Sharpe ratios.

  • Article

    VarGamma: A Unified Measure of Portfolio Risk

    Most portfolio risk analysis implicitly assumes that risks are stable, despite copious evidence of instability. This article presents an alternative, VarGamma, that provides neat formulas for certainty equivalents (risk-adjusted returns) even with stochastic volatility and volatility-dependent drift. VarGamma measures are far more flexible and robust than standard mean-variance formulations or quantiles (VaR), with minimal extra complexity. Parameters can be readily inferred from either historical data or options prices. Compared to Sharpe ratio maximization, VarGamma encourages more diversification and caps exposure to highly volatile volatility. Compared to standard VaR, VarGamma discourages herding, pro-cyclical lending behavior, and wasteful regulatory arbitrage.

  • Case Study

    Marginal Propensity to Consume

    “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.

  • Book Review

    Finance and the Good Society

    “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 11, No. 2, Second Quarter 2013

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 11, 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.

  • Article

    Price Inflation and Wealth Transfer During the 2008 SEC Short-Sale Ban

    We estimate that the ban on short-selling financial stocks imposed by the SEC in September 2008 led to price inflation of 10-12% in the banned stocks based on a factor-analytic model that extracts common valuation information from the prices of stocks that were not banned. This inflation reversed approximately two weeks after the ban for stocks with negative pre-ban performance. In contrast, similar magnitude price inflation was sustained following the ban for stocks with positive pre-ban performance, suggesting the ban was successful in stabilizing prices for these stocks. Cross-sectional analysis reveals that inflation was isolated to stocks without traded options, suggesting option markets provided a mechanism for traders to circumnavigate the ban. Further, we find that the level and change in short interest associated with the ban is unrelated to the level of inflation. These results suggest that price pressure associated with closing short positions at the start of the ban is unrelated to the noted price inflation. If prices were inflated, buyers paid more than they otherwise would have for the banned stocks during the period of the ban. We provide a conservative estimate of $2.3 to $4.9 billion for the resulting wealth transfer from buyers to sellers, depending on how post-ban reversal evidence is interpreted. Such transfers should interest policymakers concerned with maintaining fair markets.

  • Article

    When Sell-Side Analysts Meet High-Volatility Stocks: An Alternative Explanation for the Low-Volatility Puzzle

    Using a global equity dataset that includes emerging markets, we confirm that high-volatility stocks tend to deliver low average returns; this effect is robust to adjustments for country and style factors. We also show that sell-side analysts earnings growth forecasts for high-volatility stocks are more biased. It is well-known that sell-side analysts are predictably optimistic; however, the relationship between the degree of optimism and a stocks volatility has not been documented before. We hypothesize that analysts inflate earnings forecasts more aggressively for volatile stocks, in part because the inflation would be more difficult for investors to detect. Because investors are known to overreact to analyst forecasts (under-adjust to analyst bias), this contributes to systematic overvaluation and low returns for high-volatility stocks. Additionally, we find sell-side analysts research informative despite the biases; stocks that have high forward E/P ratios based on analyst earnings forecasts tend to outperform and produce significantly positive Fama-French alphas. This evidence rejects the cynical view of some in our industry that sell-side analysts are unskilled. More interestingly, we find high forward E/P stocks also exhibit high analyst bias, which supports an interpretation that analysts are more willing to inflate earnings forecasts for stocks that they believe are likely to deliver high returns or for which their inflated forecasts are likely to do no harm.

  • Article

    Approaches to Improving Bank Share Value Using Credit-Portfolio Management and Credit-Transfer Pricing

    Prudent credit risk management within a bank requires that a number of agents within the firm communicate, agree and act in a concerted fashion to manage credit risk both at the individual exposure level and at the broader portfolio level. This can be challenging given the nature of credit portfolios. Even if highly diversified, credit portfolios display heavily skewed loss distributions that imply relatively long quiescent periods (during which losses are lower than their mathematical expectations and the benefits of risk management less visible) and occasional periods of much higher losses. This phenomenon makes it difficult to maintain focus on the impact of individual trades or loans on the longer-term risk of portfolio losses, particularly in large organizations. In this non-technical paper, which draws on and extends portions of Bohn and Stein (2009), we reflect on some of these challenges and discuss mechanisms, such as credit-transfer pricing, by which banks can better align the behaviors of underwriters, risk managers and senior managers within large institutions while also increasing the communications between these groups. This approach grew out of industry practice and is currently in use to varying degrees by a number of large banks worldwide. While many challenges still persist in its implementation, innovations in both extending credit and modeling credit continue to evolve to address them, making implementation more practically feasible.

  • Article

    Mutual Fund’s Net Economic Alpha: Definition and Evidence

    It is sometimes argued that existing methodologies for assessing mutual fund's performance are unfair, as fund's return is taken net of expenses and benchmark return is gross of expenses. Examining over 1000 U.S. non-specialized mutual funds in 2001-2009, we find that the abovementioned problem is minute - the net economic alpha, an alpha that accounts for the actual costs of investing in benchmarks via ETFs, yields similar fund's ranking and classification as the traditional methods. Also interesting, the average net economic alpha is only slightly negative, suggesting that the mutual funds industry is not inferior.

  • Article

    VarGamma Stress Tests

    Standard financial stress tests are ad hoc. They offer no guidance on how to select the target stress levels, how to adjust for randomness within crisis, or how to integrate the results with other risk measures. The VarGamma metric introduced by Osband (2013) offers an appealing alternative. It estimates a risk premium for crisis stress that can be added directly to the premium for ordinary risk. The use of cumulant generating functions for convolutions of variance-gamma distributions makes this analytically tractable. However, the general formula depends on unfamiliar parameters for the variance of extra crisis variance and the impact of variance on returns. This paper reformulates VarGamma crisis estimates using two more familiar parameters: the probability of crisis and the mean extra loss in crisis. The modeling assumptions are consistent with fat-tailed historical returns and near-ubiquitous option smiles. This opens new vistas for estimating fair market-implied risk premia at various levels of risk aversion.

  • Case Study

    The Dividend Decision

    “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.

  • Book Review

    The Most Important Thing - Uncommon Sense for the Thoughtful Investor

    “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 11, No. 3, Third Quarter 2013

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 11, 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.

  • Survey & Crossover

    Value of Corporate Control: Some International Evidence

    Existing literature shows that the market values control because controlling shareholder can generate private benefits and improve the efficiency of the corporation. In this study, we provide a measure of the value of control for a set of domestic and foreign transactions. Our measure of the value of control is the difference between the offer premium for minority and comparable majority transactions. We find that the median control premiums in the United States are around 30%. The control premium in market-oriented countries is higher than that for the bank-oriented countries. Also, we find that the premiums are lower in cross-border transactions relative to domestic transactions.

  • Article

    LIBOR Versus OIS: The Derivatives Discounting Dilemma

    Traditionally practitioners have used LIBOR and LIBOR-swap rates as proxies for risk-free rates when valuing derivatives. This practice has been called into question by the credit crisis that started in 2007. Many banks now consider that overnight indexed swap (OIS) rates should be used as the risk-free rate when collateralized portfolios are valued and that LIBOR should be used for this purpose when portfolios are not collateralized. This paper examines this practice and concludes that OIS rates should be used in all situations.

  • Article

    Generating Superior Performance in Private Equity: A New Investment Methodology

    This paper provides a new investment methodology for private equity portfolios that applies principles of investment management used in traditional asset classes. We apply Modern Portfolio Theory (MPT) with rational selection of portfolios that are on the efficient frontier of risk-reward optimality, to back-test the performance of private equity (PE) investment portfolios against a corresponding sub-portfolio that is closer to the efficient frontier. The methodology is a guide for investors to build PE portfolios designed to generate superior performance; our experiments show that it is possible to get a performance improvement as large as 20% in some public pension fund portfolios.

  • Article

    Demystifying Managed Futures

    We show that the returns of Managed Futures funds and CTAs can be explained by time series momentum strategies and we discuss the economic intuition behind these strategies. Time series momentum strategies produce large correlations and high R-squares with Managed Futures indices and individual manager returns, including the largest and most successful managers. While the largest Managed Futures managers have realized significant alphas to traditional long-only benchmarks, controlling for time series momentum strategies drives their alphas to zero. We consider a number of implementation issues relevant to time series momentum strategies, including risk management, risk allocation across asset classes and trend horizons, portfolio rebalancing frequency, transaction costs, and fees.

  • Article

    Where the Boys Are-Gender, Risk Taking and Authority in Institutional Equity Management

    This paper examines the gender distribution of key investment professionals with decision making and oversight authority in institutional equity management. We find that women are heavily underrepresented among almost all key positions not just within portfolio management. We find no evidence that this is attributable to differences in skill, or the consequence of any relationship between gender and either asset gathering capability or departure rates. However, we do find some evidence of self-selection away from a risky career as women tend to be more highly represented in lower-risk strategies; appear somewhat more benchmark-oriented; exhibit lower tracking error, and exhibit less idiosyncratic risk than their male counterparts. This observation has important ramifications for both career counseling and diversity outreach programs.

  • Insight

    The Intended and Collateral Effects of Short Sale Bans as a Regulatory Tool

    Short-sale bans have been utilized globally as a regulatory tool during periods of financial crisis. This paper reviews the observed intended and unintended effects of short-sale bans. Research has documented pervasive effects spanning many financial markets that include options, convertible bonds, credit default swaps, and exchange traded funds. Such implications should be of interest to regulators and policymakers when contemplating future bans.

  • Case Study

    The Work Force and Inflation

    “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.

  • Book Review

    Successful Investing is a Process: Structuring Efficient Portfolios for Our Performance

    “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 11, No. 4, Fourth Quarter 2013

  • Case Study

    Farming and Futures

    “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.

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 11, 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.

  • Insight

    Finance Professionals in the Financial Crisis: Values, Fairness and Culture

    Finance professionals have expressed their views on values, fairness, and culture in the great debate about the global financial crisis and its aftermath. Yet, their positions remain precarious because they stand accused of instigating the crisis, because their views on values, fairness, and culture are not widely shared in society, and because they fail to persuade that their work has social benefits.

  • Article

    The Evolving Structure of the Private Equity and Venture Capital Industry

  • Article

    What Drives the Value Premium? Risk Versus Mispricing: Evidence From International Markets

    Value stocks outperform growth stocks. The academic literature provides two competing interpretations on what drives the value premium: exposure to risk factors or mispricing of securities. Existing empirical studies, which are largely based on U.S. data, have not conclusively rejected one theory in support of the other. Up to this point, large scale studies based on multiple countries have not been conducted. Past studies also employ data which end before 2000 and do not cover the tech bubble, the housing bubble, the global financial crisis and the European debt crisis, when the relative performance of value stocks was extremely volatile. Applying Fama and MacBeth (1973) two-stage cross-sectional regression and Daniel and Titman (1997) double-sorted portfolio methods to 30 years of cross sectional data from 23 developed countries, we find evidence that the value premium is driven by mispricing.

  • Article

    Stress-Testing Portfolio-Specific Risk

    We establish a relationship between the idiosyncratic risk of portfolios and a parsimonious group of market variables. Because we are able to summarize idiosyncratic risk with this small group of variables, we are able to design stress-tests that describe portfolio-specific risks as market variables change. These stress tests provide portfolio managers with important information that cannot be gleaned from standard volatility forecasts.

  • Article

    Analyst Forecasts: It Pays to Be Off!

    We show that analysts who display more consistent forecast errors have a greater effect on stock prices than analysts who provide more accurate but less consistent forecasts. This result leads to three implications. First, consistent analysts are less likely to be demoted to a less prestigious brokerage house and are more likely to be named All Star analysts. Second, analysts strategically "lowball" (that is, deliver downward-biased forecasts) to increase their consistency. This is because lowballing gives management an easier target to beat and, in turn, management grants analysts greater access to company information. Finally, the benefits of both consistency and lowballing increase while those of accuracy decrease when institutional/sophisticated investors are more of a presence in the analysts audience.

  • Book Review

    The Behavior Gap Simple Ways to Stop Doing Dumb Things with Money

    “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.