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: 2016

Volume 14, No. 1, First Quarter 2016

  • Article

    By the Numbers: 10 Things My Hobbies Have Taught Me About Investing

    I discuss ten common themes between non-investment related activities that shed practical and useful light on investing. While readers might not be familiar with these particular activities, I believe that combining analogies from any accumulated skill in intrinsically rewarding activities (also known as hobbies), with a disciplined analytical approach yields significant benefits. The five activities discussed are ultra-running, flying, theoretical physics, screenwriting and programming. The lessons are mostly commonsensical: from focusing on structure and the environment, to paying attention to data and momentum, to avoiding the basic types of errors, and the use of tools such as simulation and thought experiments. I finish with a bonus tip. I hope that the reader finds these examples useful as complements to rigorous mathematical models.

  • Article

    Tax-Cognizant Portfolio Analysis: A Methodology for Maximizing After-Tax Wealth

    The most prevalent methods of incorporating taxes into the portfolio construction process are the preliminary adjustment of asset allocation inputs for taxes and the post-optimization application of asset location heuristics. We argue that these methods are unsatisfactory in that they fail to address taxation dynamics that result from investment and consumption-dependent illiquidities. Tax-Cognizant Portfolio Analysis (TCPA) is proposed as a methodology that addresses these issues while seeking to maximize expected after-tax wealth for given levels of risk. TCPA achieves this through the use of simulation methods to assess the impact of portfolio turnover, sequence of investment returns, and wealth consumption decisions on after-tax wealth outcomes from taxable, tax-deferred, and tax-exempt accounts.

  • Article

    The Self-Fulfilling Prophecy of Popular Asset Pricing Models

    The assumption that asset prices are determined by the efforts of end investors to maximize intertemporal utility supports a pricing theory that is both elegant and intuitive. Unfortunately, the assumption is counterfactual. End investors, with few exceptions, lack the capacity to behave in a fashion consistent with the theory. More to the point, they don’t try. Instead, they delegate investment decision-making. Thus, it is important to understand the investment management ecosystem. Is it a simple pass-through mechanism? We do not believe so and argue, instead, that the lack of alignment implies the cross-section of asset returns is significantly influenced by active money managers and deviates from the predictions of the consumption-based model. Using a simple thought experiment, we demonstrate that the widely adopted discounted cash flow model is likely both to drive prices and to determine the cross-section of average returns. This leads to a self-fulfilling feedback loop in which once an asset pricing model is adopted by active managers as a means of estimating the discount rate, it becomes a determinant of expected returns.

  • Article

    The Information Content of Analysts’ Recommendations Revisited

    Bradley et al. (BCLO, 2014) find evidence that the time stamps reported in I/B/E/S for analysts’ recommendations are systematically delayed giving the appearance that recommendations are uninformative.We review the findings of BCLO and extend their analyses along three dimensions. First, we show that time stamp delays are less likely to be associated with all-star analysts, affiliated analysts, and analysts from high reputation banks, but are more likely from independent analysts. Second, we show that recommendations from all-star analysts, analysts working for high reputation banks, and analysts who issued a previous influential recommendation are more likely to be influential. Finally, we examine post-recommendation drift following influential revisions and find post-revision returns of 18(−44) basis points for upgrades (downgrades) over the 2.5 hours following the revision.

  • Article

    Optimal Municipal Bond Portfolios for Dynamic Tax Management

    As currently practiced, tax-loss selling of municipal bonds is typically an ad hoc year-end exercise. Under dynamic tax management the right to execute a tax-beneficial trade is considered to be a valuable option. Selling a bond and reinvesting in another entails swapping the associated tax options. The generalized tax efficiency measure signals the optimum time to transact. Long-duration bonds trading at a premium are best poised to achieve superior performance; bonds purchased below par are unsuitable for tax management. The incremental return from dynamic management is significant, particularly when short-term gains are available to offset short-term losses.

  • Book Review

    Global Asset Allocation: A Survey of the World’s Top Asset Allocation

    “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.

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 14, 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.

Volume 14, No. 2, Second Quarter 2016

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 14, 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.

  • 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.

  • Article

    Portfolio Diversification In Concentrated Bond And Loan Portfolios

    I develop an algorithm to approximate the loss rate distribution for fixed income portfolios with obligor concentrations. The approximation requires no advanced mathematics or statistics, only the summation of large exposures and the evaluation of binomial probabilities. The approximation is model-independent and can be used after removing default dependence using any risk modeling approach. It is especially useful for capital calculations given its inherent accuracy in the upper tail of the cumulative portfolio loss rate distribution. The approximation provides a simple way to calculate the capital benefits of risk mitigation or the capital needed when a marginal credit is added to a concentrated portfolio.

  • Article

    Price Dynamics And Liquidity Of Exchange-Traded Funds

    Exchange-traded funds (ETFs) have grown substantially in diversity, market significance, and size in recent years. As a consequence, there is increased interest by practitioners in the pricing and trading of these investment vehicles. This paper develops a model to examine ETF price discovery and premium dynamics, and estimates the model individually for 947 US-domiciled ETFs in the period 2005–2014. We find that pricing efficiency varies significantly across funds and is systematically related to cross-sectional measures of liquidity. We provide an illustration of a bond ETF during the financial crisis of 2008 to highlight how apparently dramatic discounts really reflected price discovery when the underlying basket was illiquid in the extreme.

  • Article

    Factor Misalignment And Portfolio Construction

    In recent years, there has been heightened interest among practitioners in the topic of factor misalignment; this term refers to the practice of employing mean-variance optimization to construct portfolios when the alpha signal is not contained within the set of risk model factors. In this paper, we employ a realistic simulation framework to study the efficiency of optimized portfolios under a variety of conditions. In particular, we study the case in which the alpha factor contains true systematic risk, and the case in which it does not. We also consider two risk models: one that contains the alpha factor, and the other that omits it.We find some evidence to support a modest increase in portfolio information ratio when the alpha factor is included in the risk model, provided two conditions hold: (1) the alpha factor must include true systematic risk, and (2) the factor correlations must be estimated with sufficient precision. If the alpha factor does not contain true factor risk, we find that including the alpha signal in the risk model is detrimental to portfolio information ratio. Finally, we conduct an empirical analysis of portfolio efficiency in the US stock market and find that the results are in excellent agreement with our simulations.

  • Article

    Combining Value And Momentum

    This paper considers several popular portfolio implementation techniques that maximize exposure to value and/or momentum stocks while taking into account transaction costs. Our analysis of long-only strategies illustrates how a strategy that simultaneously incorporates both value and momentum outperforms a strategy that combines pure-play value and momentum portfolios that are formed independently. There are two advantages of the simultaneous strategy. The first is the reduction in transaction costs; the second is better utilization of unfavorable value and momentum information in a long-only portfolio. Our analysis also addresses the optimal way to combine the faster-moving momentum signal with the slower-moving value signal.

  • Article

    Market Risk, Mortality Risk, And Sustainable Retirement Asset Allocation: A Downside Risk Perspective

    Despite its clear importance, there is no consensus on the optimal asset allocation strategy for retirement investors of varying age, gender, and risk tolerance. This study analyzes the allocation question by focusing on the downside risks that result from the joint uncertainty over investment returns and life expectancy. Using a new analytical approach, we show that concentrating on the severity of retirement funding shortfalls, rather than just the probability of ruin, markedly increases the sustainability of a retirement portfolio. We demonstrate that for retirement investors attempting to minimize downside risk while sustaining future withdrawals, appropriate equity allocations range between five and 25 percent, levels that are strikingly low compared to those typically found in life-cycle funds. Further, these optimal portfolio constructions appear to vary little with alternative capital market assumptions. We also show that more aggressive investors having substantial bequest motives should still be relatively conservative in their stock allocations. We conclude that the higher equity allocations commonly employed in practice significantly underestimate the risks that these higher-volatility portfolios pose to the sustainability of retirement savings and incomes.

Volume 14, No. 3, Third Quarter 2016

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 14, 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.

  • Insight

    Mass Customization Versus Mass Production – How an Industrial Revolution is About to Take Place in Money Management and Why it Involves a Shift From Investment Products to Investment Solutions

    While mass production has happened a long time ago in investment management through the introduction of mutual funds and more recently exchange traded funds, a new industrial revolution is currently under way, which involves mass customization, a production and distribution technique that will allow individual investors to gain access to scalable and cost-efficient forms of goal-based investing solutions.

  • Article

    How Do Private Equity Investments Perform Compared to Public Equity?

    The merits of investing in private versus public equity have generated considerable debate, often fueled by concerns about data quality. In this paper, we use cash flow data derived from the holdings of almost 300 institutional investors to study over 1,800 North American buyout and venture capital funds. Average buyout fund returns for all vintage years but one before 2006 have exceeded those from public markets; averaging about 3% to 4% annually. Post-2005 vintage year returns have been roughly equal to those of public markets. We find similar performance results for a sample of almost 300 European buyout funds. Venture capital performance has varied substantially over time. North American venture funds from the 1990s substantially outperformed public equities; those from the early 2000s have underperformed; and recent vintage years have seen a modest rebound. The variation in venture performance is significantly linked to capital flows: performance is lower for funds started when there are large aggregate inflows of capital to the sector. We also examine the variation in performance of funds started in the same year. We find marked differences between venture and buyout funds leading to a more pronounced impact of accessing high-performing funds in venture investing.

  • Article

    It’s Easy to Beat the Market

    The perception that it’s hard to beat the market portfolio is widespread. Indeed, passive investment has more than doubled in the last decade. While various different strategies have been suggested to outperform passive indexing, the market is still considered by many as the relevant benchmark to beat. The evidence in this paper suggests that this perception requires a fundamental re-examination. We compare the market with a large number of randomly constructed and passively held portfolios. We find that 69% of these random portfolios yield higher Sharpe ratios than the market. Practical implications and theoretical consequences for market equilibrium are discussed.

  • Article

    The Profitable Dividend Yield Strategy

    Stocks with high dividend yield (DY) have value-like returns and defensive qualities that make them highly attractive to investors. We show that this investment strategy can be powerfully enhanced by choosing stocks with both highDY and high gross profits-to-assets (GPA). Consistent with the predictions of the clean surplus accounting model, high-GPA stocks have high average returns despite their relatively low book-to-market ratios (Novy- Marx, 2013). Profitable firms are also less prone to distress than unprofitable firms. The resulting Profitable Dividend Yield (PDY) strategy inherits the defensive nature of high- DY stocks, while providing superior average returns than either standalone strategies. Bootstrap simulations show that the PDY delivers superior long-term outcomes.

  • Book Review

    Misbehaving The Making of Behavioral Economics

    “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.

  • Case Study

    Developing Countries

    “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.

  • Survey & Crossover

    Correlation or Causation?: The Sorry State of Inference in Empirical Modeling

    For decades, statistical methods, many based upon the “general linear model,” have been used to do estimation and test hypotheses in the social and natural sciences, in medicine, and in the private sector. These tools have become increasingly sophisticated and are often paired with powerful open source data analytic software. We now regularly see mathematical/statistical output combined with data visualizations that are truly mindboggling and, once in a while, thought provoking. But an increasing number of papers and studies appear to have little statistical validity, in which the line between causality and correlation is often non-existent. This is a danger sign not only in science and medicine but also to companies who unwittingly rely on such results for forecasting and business strategy. Could it be true that researchers and analysts who learn ever more powerful analytical methods lack even a basic understanding of the limitations of these methods? The purpose of this short, non-technical paper, which relies heavily upon examples, is to shed some light on the underlying statistical issues. The ideas here are certainly not original with us and have been raised for a number of years across multiple disciplines.

Volume 14, No. 4, Fourth Quarter 2016

  • Article

    New Look at Discount Returns: Implications for the Global Investor

    This paper examines risk–return characteristics of discount returns on portfolios of closed end funds and how they might benefit investors. Discount return is defined as the percentage change in discounts over a period. This paper focuses on the distribution of discount returns conditioned on discount level rather than time. Discount returns characterized this way represent an income stream that has little correlation with other well-known asset class and style-based factors. This paper shows that by adding discount portfolios to a traditional asset allocation mix an investor can improve diversification and earn higher risk-adjusted returns.

  • Article

    After-Tax Portfolio Value: The Missing Tax Option

    After-tax performance measurement requires a rigorous definition of after-tax portfolio value, which is also a prerequisite for effective portfolio management.

    The focus of this paper is the tax option, which is the right to execute tax-beneficial transactions. This option is a critical component of after-tax portfolio value. Some of the proposed definitions incorporate the intrinsic value of the tax option. However, the time value of the option has not been explicitly considered previously. Incorporating the time value of an option is in line with contemporary finance theory, and it provides a more accurate assessment of after-tax value. The tax option can be valued using standard models appropriate to the asset under consideration, but incorporating investor-specific parameters such as tax rates and mortality rates.

  • Article

    Mean Variance Optimization with Public and Private Asset Classes

    Liquidity has long been of great interest to investment professionals as well as academic researchers. The estimation of the illiquidity premium for infrequently traded asset classes, such as real estate and private equity, presents a challenge to the industry because of opaque information and sporadic trading activities. We propose using the autocorrelations of returns as a tool to estimate the transaction costs and illiquidity premium of private assets. This tool can also be used to adjust the risk of illiquid asset classes. At the end of this article, we show through an example that after making these adjustments to the estimates of expected return and risk, private and illiquid assets can be reasonably compared with public and liquid assets in the standard mean–variance optimization (MVO) process.

  • Article

    Can Fundamental Factors Enhance the Performance of Traditional Momentum Strategies?

    We test whether price-based momentum strategies can be improved by additional screening based on fundamental measures.Within the framework of portfolio formation based on recent winning or losing stocks, we further screen on the basis of fundamental measures of financial strength and gross profitability. Our key results are that the performance of long–short, price based momentum strategies can be significantly improved when either fundamental measure is employed as a second screen. Of these two measures, the more effective appears to be gross profitability. These results support the hypothesis that fundamental financial information can be used by investors to improve portfolio performance.

  • Book Review

    God’s Own Arithmetic: Harry Markowitz’ Risk-Return Analysis

    “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.

  • Survey & Crossover

    The Economics of Flash Orders and Trading

    “Surveys& Crossovers” This section provides surveys of the literature in investment management or short papers exemplifying advances in finance that arise from the confluence with other fields. This section acknowledges current trends in technology, and the cross-disciplinary nature of the investment management business, while directing the reader to interesting and important recent work.

  • Practitioner's Digest

    Practitioner’s Digest • Vol. 14, 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.