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QMA Insights

QMA Insights
Investing in Liquid Alts: An Outcomes-Based Approach

As more investors seek new sources of returns less correlated with the downward swings of the equity and bond markets, liquid alternative strategies have emerged as one of the more viable, and popular, investment options. Investors and their financial advisors are conditioned to select managers based on the asset class they invest in, frequently a less important consideration when assessing liquid alts than what they were designed to do. This has led to a certain amount of buyer’s remorse, with many people failing to understand why their strategies haven’t kept pace with the broader equity market. QMA looks at how the broad classifications used by retail databases can themselves make it harder to find the strategies that best suit an individual’s portfolio.

Some Like It Hot: Fiscal Policy, Inflation and the Role of Real Assets

Of all the variables the new administration brings for investors one of the trickiest to plan for is inflation. Inflationary pressures were already building before the election ushered in the prospect of a sweeping agenda of pro-growth fiscal and de-regulatory policies. One common way to hedge against inflation is to diversify portfolios with exposure to real assets – including real estate, commodities, infrastructure and TIPS – that tend to perform better during inflationary periods. However, each of these categories reacts very differently depending on what form inflation takes. QMA analyzes historic returns during normal and above-average periods of inflation and makes the case for an allocation to real assets.

Why Equity Investors Should Worry Less about the Fed

As 2016 winds to a close, many investors are now nervously eyeing the US Federal Reserve’s December open market committee meeting as the most likely timing of its first interest rate hike in a year. Some fear a less accommodative Fed could soon be the proverbial straw that breaks the back of a market currently trading at Price to Earnings of around 20 times trailing earnings. The concern is rooted in established theories that interest rates are negatively correlated with high stock price multiples. But is this right? QMA’s paper upends the conventional wisdom about the relationship between interest rates and equity valuations. Our analysis of the past 150 years of data shows that low rates are supportive of high valuations up to a point, after which further low rates are actually associated with depressed P/Es.

Passive and Active Fulfillment Choices

Recently, there has been a movement away from active management. The low fees charged by passive vehicles, coupled with the perception of poor performance by active managers, have been the primary drivers for this shift. In today’s low-return environment, investors continue to be sensitive to the impact of fees on performance. In QMA's paper, Passive and Active Fulfillment Choices, we discuss the performance characteristics of different types of US active equity managers in the large-cap space and examine the advantages of combining a quant approach with indexing. We also consider the implications for investors in target date funds and how these fulfillment choices impact retirement savings and income.

The Long and the Short of It: The Quant Shorting Advantage

There is a widely held view that we are in a lower return environment with single digit returns on the horizon for equity markets. In these times, any additional return is particularly valuable. Active extension, equity long-short, and equity market neutral products can be attractive for investors at any particular time, given investors' varied investment objectives and needs. That said, each of the three categories of shorting-enabled products can help address distinct issues facing investors today. QMA’s new paper describes how short selling allows investors to find alpha in often overlooked places, explains the three main categories of shorting-enabled equity products, and highlights the benefits of a systematic quantitative process.

Are Target Date Funds on Target?

For the average US worker, the goal of investing is to build a source of retirement income. One of the appeals of target date funds is the reassuring certainty communicated by success probabilities, and for plan sponsors, it is a critical measure during the selection and monitoring process. Although an important metric, success probabilities should not be taken as the final word on lifecycle investing. To be compelling, a success probability must be updated regularly to reflect the evolving participant makeup and changing economic environments. Jeremy Stempien looks at how the probability of success is measured and its relationship to the choice of expected return inputs, examines the sensitivity of income expectations to different return assumptions, and finally considers the outlook for asset class returns.

Emerging Markets: Time to stay invested or pull back?

The recent turmoil in global financial markets was caused by a number of market events and systemic factors. A top contender is China, but so too are Emerging Markets, due to their existing structural limitations. QMA’s latest paper attempts to separate what we already knew, what we didn’t know, and what we should know about Emerging Markets economies and their outlook, as well as some insights on how quantitative strategies can effectively capture return dynamics in the current market environment.

The Importance of Managing Risk to Help Achieve a Comfortable Retirement

Many employees fear they might fall short of reaching a sufficient amount of savings to provide a source of sustainable income throughout retirement. We explore the primary risks plan participants face at different stages of their retirement planning —accumulation risk, sequence of returns risk, and inflation risk. Any of which could potentially lead to a shortfall in retirement assets. Prudential’s Day One Funds are designed with this in mind and are based on extensive research and analysis of participants in defined contribution plans serviced by Prudential Retirement.

Talkin ‘Bout My Generation

The retirement of Baby Boomers is having a significant impact on the U.S. economy. QMA Insights: Talking ‘Bout My Generation is the first in a series of pieces that will explore this dynamic, illustrating how such a large change in work force personnel may be distorting wage growth. To help initiate conversations about QMA’s asset allocation capabilities, the argument author Ed Keon makes in this piece shed light on how we use our insights into how macro-economic factors drive returns – especially when our views are different than what the consensus expects – to produce attractive investment performance.

Fight or Flight: Thoughts on Recent Market Volatility

Investors had to ask themselves, is this decline the beginning of something worse? Should we all sell and seek safety, stay the course or buy the dip? Ed Keon discusses a framework developed at QMA that helps address these questions which we call RSVP.

Market View

Market View
Q3 2017 Outlook & Review

Compared to how we began the year, with hopes for a major boost from Washington and inevitable surge in US GDP, the first six months of 2017 would have to rate a major disappointment. Political headwinds have greatly reduced expectations for fiscal stimulus and the US is back to bumping along at its post-financial crisis new normal of 2%. Hiring has been robust but wages essentially flat. Profit growth has been strong. However, inflation has actually backed up a tenth of a percent or two. So, why then has the US stock market already gained nearly 10% for the year? As QMA’s Q3 2017 Outlook & Review discusses, it gets to one of the old adages of investing – that sometimes no news is good news.

Q2 2017 Outlook & Review

QMA provides its economic and investment outlook for the second quarter. Based on purchasing manager surveys, one would have to conclude that the global economy has started 2017 on a solid note. The latest surveys are at a three-year high, consistent with global growth of about 3.5%, a very good number. In the US, however, a disconnect has emerged between the surging survey data and lagging hard economic data, with early reports indicating US GDP growth for Q1 of just 1%. The strong rally in risk assets continued in Q1, but some rotation was seen within markets, with US equity sector, style and market cap performance taking a more defensive turn and interest rates once again becoming range-bound.

Q1 2017 Outlook & Review

QMA provides its economic and investment outlook for the first quarter. We believe that after several years of slowing growth, 2017 looks to end the deceleration trend, as the US once again becomes the lead driver of global economic activity. Donald Trump’s US presidential victory and promises of pro-growth policies are likely a game changer in that, at least in the near term, they finally break the economy out of its “lower for longer” rut.

Q4 2016 Outlook & Review

QMA provides its economic and investment outlook for the fourth quarter. We believe the world’s developed economies will probably remain lackluster. Worldwide, real growth is unlikely to exceed 3%, far from the pre-crisis norm of 4-5%. Three theories have been advanced to explain the economy’s anemic performance. The secular stagnation thesis blames an excess of savings and a dearth of investment. A second explanation attributes it to the financial crisis, and a third points to a slower rate of technological innovation.

Q3 2016 Outlook & Review

QMA’s Asset Allocation Team provides their economic and investment outlook for the third quarter. The June 23 Brexit vote in the UK delivered a shock to capital markets and increased downside risks to the global economy. While this may cause a UK recession, we believe it is unlikely to result in a global downturn. The Eurozone economy will likely suffer some economic contagion, but should avoid recession given the reasonable momentum it had before the referendum. The United States should be well-insulated from the economic impact of Brexit, but some slowing could occur if the US dollar were to appreciate measurably.

Q2 2016 Outlook & Review

QMA’s Asset Allocation Team provides their economic and investment outlook for the second quarter. Global economic growth is likely to remain sluggish as it has been over the past few years, rather than breakout into a more robust expansion. Although economic data in the US stumbled at the start of the year, putting jittery markets into panic mode, we believe a recession in the United States is still unlikely in 2016.

Q1 2016 Outlook & Review: January update

Recent market volatility in the New Year has investors closely watching China, oil prices, and slowing global growth for signs that the other shoe might drop. Looking at events through our RSVP Framework, we conclude that the odds of a bear market are still low and that the current market decline is more likely a nasty correction in the context of a continued bull market.

Q1 2016 Outlook & Review

Asset Allocation Portfolio Manager Ed Campbell provides QMA’s outlook. Global growth has been sluggish and slowing for the past several years and it's unlikely to improve in 2016. We approach investment strategy cautiously at the turn of the year--neutral stocks over bonds--but we do not expect a bear market.

Will Low Rates and Slower Growth Continue?

The Baby Boom phenomenon started almost 70 years ago, and it has been widely discussed for half a century. What might be less widely appreciated, however, is the influence the aging population likely has had on interest rates, inflation, and economic growth. The latest in our "Turbulent Teens" white paper series, "The Turbulent Teens at Halftime: Will Low Rates and Slower Growth Continue?" Ed Keon explores the role that Baby Boomers might be having on the economic environment now and for the next several years. This piece examines how older hands, earning a greater share of income and wealth, are changing investing and spending habits in the US and most of the developed world.

Q4 2015 Outlook & Review

Asset Allocation Portfolio Manager Ed Campbell provides QMA’s outlook. The global economy continues to grow very slowly compared to its pre-crisis trend, and conditions have clearly weakened since the start of the year, with no sign of a reversal as of yet. Investor anxiety has been focused on doubts about the sustainability of the global economic expansion, due mainly to a structural slowdown in emerging market economies.

Still Bullish but Wondering: What Might Cause the Next Bear Market?

We are sticking with our bullish macro view in 2014, but being bullish does not mean we are complacent. All bull markets end. In our latest "Turbulent Teens" white paper, we attempt to look beyond the present to assess what might lie a few years down the road, investigating the question: What might cause the next bear market? We think the two most likely causes of the next bear market are a burst in inflation and/or a sudden tightening of monetary policy, and we consider whether or not these might trigger a bear market


Picking “Winner” Funds

(Journal of Investment Management, First Quarter 2017) One of the most crucial and challenging jobs investors have is deciding, based on the various forms of available ex poste measurements of manager performance, which funds are most likely to outperform ex ante – i.e., in the future. This study aims to improve investors’ chances of choosing successfully. To start, it narrows the analyses used to select top funds to two processes: 1) ranking fund managers according to skill (defined by the intercept in a regression of past returns on the five Fama-French factors), and picking the high-skill funds with the highest active share; and 2) ranking funds according to past-36-month Information Ratio (IR), and then selecting the most diversified of these top-IR funds. The study provides evidence that both approaches lead to selection of funds that are, on average, able to beat their benchmark net of fees in the subsequent year, with the top-IR diversified funds producing slightly higher levels of outperformance with lower risk of drawdown. These results stand in contrast to the typical fund which underperforms its benchmark by over 100 bps in the subsequent year. However, to correct for the problem that high IR can be associated with low return but even lower tracking error, the authors also introduce a new measure, Modified IR, to account for an investor’s desired alpha. The study finds that top Modified IR funds that are also diversified represent the ultimate “winner” funds – yielding a significantly better return than concentrated top Modified IR funds.

Large Price Changes and Subsequent Returns

(Journal of Investment Management, Third Quarter 2014) We investigate whether large stock price changes are associated with short-term reversals or momentum, conditional on the issuance of analyst price target or earnings forecast revisions immediately following these price changes. Our study provides evidence that prices of stocks exhibit momentum when analysts issue revisions after large price shocks, and suggests that the initial price changes were indeed based on new information. In contrast, when price changes are not followed by immediate analyst revisions, we document short-term reversals, indicating that the initial price shocks were likely caused by liquidity or noise traders. A trading strategy that is based on the direction of the price change and the existence of analyst revisions in the same direction earns significant abnormal monthly returns (over 1%).

No-Arbitrage Conditions and Expected Returns When Assets Have Different Betas in Up and Down Markets

(Journal of Asset Management, January 2014) We present a model of expected returns when assets have different betas in up and down markets. Our model provides a useful perspective on what systematic risks are and how they are priced. Empirical evidence shows that contemporaneous stock returns are strongly correlated with downside betas, but weakly correlated with upside betas.

Analysts' Earnings Forecast, Recommendation, and Target Price Revisions

(Journal of Portfolio Management, Spring 2012)This study examines the immediate and delayed market responses to revisions in analyst forecasts of earnings, target prices, and recommendations. Consistent with prior literature, revisions in earnings forecasts are positively and significantly associated with short-term market returns around the revisions. However, we show that short-term market returns around target price revisions and recommendation changes are even stronger. We also find superior future performance (return drift) for portfolios that use information from all three types of revisions to those using information from only one of the three types of revisions.

Why Have Estimate Revision Measures Not Worked in Recent Years

(Journal of Portfolio Management, Spring 2008)An alpha indicator can lose its efficacy if too many investors use it in their trading decisions. Thus, a robust alpha factor model should consider how much of the information in a signal may already be reflected in stock prices.

Does Relaxing the Long-Only Constraint Increase the Downside Risk of Portfolio Alphas?

(The Journal of Investing, Spring 2007) In a well-diversified portfolio, relaxing the long-only constraint should not increase the downside risk of portfolio alphas. This is likely even if the underlying stock selection strategy has a bias toward stocks with negatively skewed returns.

Some Insider Sales Are Positive Signals

(Financial Analysts Journal, May/June 2004) Not all insider sales are the same. The percentage of shares owned by insiders is useful for predicting future returns following insider purchases.

Enhanced Equity Indexers: Common Traits and Surprising Differences

(Journal of Investment Management, Fall 2003) All enhanced managers control tracking error by diversifying and controlling factors exposures. Once these variables are controlled, the excess returns of these managers have remarkably low correlations, even among those following seemingly similar strategies.

Overconfidence Bias in International Stock Prices

(Journal of Portfolio Management, Winter 2003) Might investor overconfidence systematically bias stock prices and create investment opportunities across different countries and different cultures? Valuation theory is used to suggest where such biases are most likely to occur.

News, Not Trading Volume, Builds Momentum

(Financial Analysts Journal, March/April 2003) Though recent research regarding trading volume suggests the existence of an exploitable deviation from market efficiency, we show that, after earnings-related news and a stock's growth rate have been controlled for, the interaction between momentum and volume largely disappears.

Behavioral Bias, Valuation, and Active Management

(Financial Analysts Journal, July/August 1999) A probe of the consequences of behavioral biases in the context of valuation theory.


Capturing the Rubber Band Effect: How We Do Deep Value

For much of 2016, many blue chip names lumbered well below their historical averages. At QMA, the valuation measures we use in our value strategies actually shift to favor cheaper stocks like these the more they fall out of favor. This contrarian streak means there are times, especially when value as a whole fares poorly, our strategies may fare a little worse. What is also means, though, is that when the cycle turns, performance can snap back dramatically. In our case study, QMA explores the value team's process that made for a difficult but ultimately rewarding 2016. This experience is an important reminder of why investors should stay committed to value and also what sets our approach apart, showing the efficacy of our model, particularly in market environments where our competitors' strategies are performing differently.

Start of Something Big: Demystifying the Source of Large Alpha in Small Caps

In a world where alpha can seem scarce, active small-cap managers continue to outperform their benchmarks at an impressive clip. But why? Investors have a general sense small caps are riskier and less efficient, but how or if these characteristics contribute to more alpha opportunities remains unclear. At QMA, we think it’s critical to understand the sources of returns so that you can improve your chances of capturing them repeatedly. So we recently studied our own small-cap strategy and found that capturing alpha in small caps isn’t mysterious. It is largely the result of pervasive inefficiencies that create more pronounced mispricings that managers can regularly exploit, provided they have the skill and discipline to harvest it.

LDI Implementation – Managing Surplus Volatility by Reducing the Drawdown Risk of Growth Assets

Since the wake of the financial crisis of 2008/2009, the funded statuses of public and private defined benefit plans continue to struggle. With limited capacity to absorb further capital losses, plan providers are seeking innovative solutions that manage drawdown risk and improve the health of their plans. QMA’s US Market Participation Strategy—with its asymmetrical return profile and low correlation to other growth assets—provides an effective solution for addressing drawdown risk concerns and minimizing surplus volatility (while still seeking long term returns). By incorporating MPS in their growth assets bucket, plan sponsors have the potential to optimize the trade-off between improving funded status during normal markets and minimizing surplus volatility during equity bear markets.

Hares with Tortoise Genes

Are factor exposures or informed stock picks more effective in driving outperformance? Quantitative investors have been criticized for being “closet indexers” because they tend to form broadly diversified portfolios that gain exposure to factors and aim for consistent excess returns. We suggest that a more interesting question is whether fundamental managers that outperform are “closet quants.” We find, on average, successful fundamental managers with the largest exposure to Fama-French factors outperform successful fundamental managers with more idiosyncratic returns, both in subsequent one year excess returns and in the probability of beating their benchmarks during the next year. This is the case for the entire universe of US managers based on eVestment and CRSP data, and separately for large cap and non-large cap strategies. If investors are seeking consistent excess returns, perhaps the best question is why choose a closet quant fund, i.e., factor-based fundamental, when you can have the real thing, an actual quant fund?

Performance Consistency in International Equities—The Advantage of an Adaptive Quantitative Approach

Equity returns on international markets are driven by two different sources: systematic factors and idiosyncratic risk. In the pursuit of these sources of alpha, investment managers generally employ one of the following approaches: (1) bottom-up (idiosyncratic risk), (2) top-down (systematic factors), or (3) a blend of the two. We will describe how a bottom-up, quantitative investment process may be well suited to deliver consistent positive excess returns in international equity markets by focusing on two key elements of the investment process: a) a stock selection model that captures the long-term drivers of future returns via firm fundamentals, and b) the use of rankings generated by that stock selection model to construct portfolios that seek to deliver predictable alpha and beta returns. We will also discuss the behavioral biases that can affect security prices in international equity markets and how a sector based, adaptive weighting model to capture and exploit these biases can be effective. We believe such an approach—focused on providing stable, neutral exposures to systematic factors along with consistent exposures to idiosyncratic risk that delivers alpha—provides investors with an effective way to exploit persistent market mispricing.

Getting Real Exposure - Implementing a Real Asset Strategy

Real assets have found a place in the strategic asset allocation mix of most institutional investors and can play many roles in a diversified portfolio, including total return potential, diversification from low correlations, and inflation sensitivity. As QMA's Real Assets strategy nears its five year track record in December, we wanted to highlight the asset class and the different implementation options.

The Search for Alpha: Emerging Markets Small Cap

As one of the most mispriced asset classes, emerging markets small cap provides an abundant source of alpha for investment managers with the skill and resources to unlock the opportunity. In addition to the beta return that comes from exposure to emerging markets small cap, active managers have an opportunity to capture alpha above market returns by taking advantage of greater idiosyncratic risk in the small cap segment to overweight select securities that demonstrate particular promise. An active, systematic stock selection approach based on fundamental measures can rigorously and consistently evaluate the entire universe. This capability results in additional return opportunities that could be missed by managers relying solely on research insights for a small subset of companies.

A Case for Active Asset Allocation

Portfolio Manager Ed Keon presents a case for active asset allocation, exploring the evolving approaches and explaining why and how we think active asset allocation can add value for investors. We think that active asset allocation can offer some investors a more attractive overall portfolio option than a static or formulaic approach. We suggest that a strategy which focuses on trying to avoid big losses while harvesting the high average real returns of risky assets might provide a better combination of return and risk than a static 60% stocks, 40% bonds portfolio, and we present some evidence to support this contention.

Drivers of Returns in Emerging Markets Equities: The Growing Importance of Stock Selection

We discuss three trends revealing that the primary source of emerging markets equities’ total return has been shifting from country and sector selection towards stock selection. Bottom-up stock selection is at least as important in exploiting inefficiencies within emerging markets equities and in driving consistent performance over the long term.


Q3 2017 Outlook

Asset Allocation Portfolio Manager Ed Campbell provides QMA's third quarter 2017 outlook for the global economy and markets.

Q1 2017 Outlook

Asset Allocation Portfolio Manager Ed Campbell provides QMA's first quarter 2017 outlook for the global economy and markets.

The Long and the Short of It: The Quant Shorting Advantage

Gavin Smith, Portfolio Manager and Strategist for the US Core Equity team, describes how short selling seeks to allow investors to find alpha in often overlooked places, explains the three main categories of shorting-enabled equity products, and highlights the benefits of a systematic quantitative process.

Emerging Markets Investing: Crisis or Opportunity?

Can emerging markets still deliver value for investors? Watch QMA’s Rodolfo Martell, Managing Director, Portfolio Manager & Strategist, describe his firm’s approach to finding alpha in today’s volatile emerging markets.

Q3 2016 Outlook

Asset Allocation Portfolio Manager Ed Campbell provides QMA's third quarter 2016 outlook for the global economy and markets.

Q1 2016 Outlook

Asset Allocation Portfolio Manager Ed Campbell provides QMA's first quarter 2016 outlook for the global economy and markets.

What is a Quant?

Being a quant is much more than just data and crunching numbers, it’s about using finance to find opportunities. Learn more about this fundamentally-driven, systematic process from the people behind it.

QMA Insights- Fight of Flight

Investors had to ask themselves, is this decline the begining of something worse? Should we all sell and seek safety, stay the course or buy the dip? Ed Keon discusses a framework developed at QMA that helps address these questions which we call RSVP.