CAPTURING THE RUBBER BAND EFFECT: How We Do Deep Value

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1 CAPTURING THE RUBBER BAND EFFECT: How We Do Deep Value July 2016 AUTHORS Stephen Courtney and Mitchell Stern, PhD Managing Directors and Co-heads of Research and Portfolio Management for Value Equity ABOUT QMA Serving investors since 1975, QMA targets superior risk-adjusted returns by combining research-driven quantitative investment processes built on economic and behavioral foundations with judgment from experienced market practitioners. Ultimately, each portfolio is constructed to meet the individual financial needs of the client. An independent boutique backed by the capabilities of one of the world s largest asset managers, QMA is the quantitative equity and global multi-asset solutions business of PGIM, the global investment management businesses of Prudential Financial, Inc. As of 3/31/2017, we manage approximately $120 billion in assets for a wide range of global clients. FOR MORE INFORMATION To learn more about QMA s value equities capabilities, please contact Stephen Courtney at Stephen. Courtney@qmallc.com or There is an idealized view that value investors spend their days hunting for buried treasure, diamonds in the rough, just one new CEO, better distribution plan or change in economic environment away from becoming the next market darling. In our experience, such companies do exist, but they are rare. Much more common are companies that may never be particularly exciting but may be priced very attractively. For much of 2016 household names like JP Morgan, Discover and Capital One traded at 10 to 12 times earnings, a big comedown from their multiples prior to the Global Financial Crisis (GFC), when they were among the bluest chip of core holdings. Financial companies continued to face significant challenges. Low interest rates resulted in smaller lending spreads. Heightened regulation added costs and eliminated onetime profit centers. Even so, based on fundamentals, one would have been hard-pressed to call these companies distressed. Examples like this existed across sectors last year. Take, for instance, another household name, this time from the technology sector: Apple.1 At one point last year, it traded at 9 times earnings and 4 times book value, low enough to have officially dropped the stock into the Russell 1000 Value Index.2 At QMA, the valuation measures we use in our model actually shift to favor these cheaper types of stocks the more they fall out of favor. This contrarian bent means that there are times, especially when value as a whole fares poorly, our strategies may fare worse. What it also means, though, is that when the cycle turns, performance may snap back dramatically,3 and that investors who stick through a full market cycle tend to see the most benefit. We call it the rubber band effect, and we think it is one of the reasons QMA s value equity strategies have outperformed their respective benchmarks since inception by an average of 94 bps a year net of fees and a big part of a difficult but ultimately rewarding Going Deeper Under normal circumstances, our stock selection process focuses on earnings-to-price (E/P), which research has shown is the most reliable indicator of a company s value premium over the long term.5 However, as market sentiment changes and the spread between the cheapest stocks (i.e., those with a high E/P) and the most expensive (low E/P) widens or narrows, our strategy incorporates other factors into its analysis. For example, when the spread gets very narrow, suggesting value stocks have been bid up, the model looks at earnings revisions as a way of finding the stocks that at least represent a better value relative to their business potential. Conversely, when the spread becomes This is intended for Professional Investors only. Your capital is at risk and the value of investments can go down as well as up. Past performance is not a guarantee or a reliable indicator of future results.

2 stretched, our strategy emphasizes book-to-price (B/P). The advantage here is that, as the focus shifts to data such as physical facilities and cash, even if a company has very low or negative earnings, our strategy can seek to determine if the stock still has value if offered at an even lower price. Trusting the Process In June 2016, E/P spreads reached some of the highest levels ever recorded. The last time E/P had been more stretched was in early 2009, during the depths of the Global Financial Crisis. The time before that was in 1999, during the tech bubble when most value stocks were trading at multiples in the low single digits and some of the markets highest fliers had no earnings at all. When the E/P spread hits the 70th percentile relative to its history, our strategy gradually shifts its emphasis to B/P. In early 2016, when Financials already had about a 7% overweight in our portfolios and the spread was stretched to that 70th percentile point, our strategy overweight grew as Financials looked even cheaper on B/P than they had on E/P. Coincidentally, in 2016, Russell had removed equity REITs from Financials, assigning them their own sector designation. So as not to penalize the role Financials played in the portfolio, we awarded Financials additional weighting capacity, eventually pushing the overweight to higher than the maximum typically consistent with our benchmark constraint. The weightings of Financials, along with similarly robust positions in Airlines, Metals and Mining, Manufacturers and Consumer Discretionary, caused a noticeable divide to open up between our portfolios and those of a number of our competitors, many of whom we could see from reports had followed the trend into more dividend-oriented stocks, which was pushing up the price of value sectors like Utilities and Health Care. The Snap Back and Beyond JP Morgan, which sat at $70 a share on the eve of the November 8 election, surged to $79 by November 15 and $86 by the end of December. As a whole, financial stocks contributed 30% to the 647 bps of excess returns that our Large Cap Value strategy generated for the year, and 55% of the 257 bps in alpha generated by our Mid Cap Value strategy. Additional major moves were seen in Southwest Airlines and Newmont Mining Corporation, among others, as the Large and Mid Cap strategies outperformed their respective benchmarks in nine out of 11 sectors for the year. In small caps, where performance had been down 135 bps relative to the benchmark as recently as September 2016, our Small Cap Value strategy eventually outperformed by 293 bps. In absolute terms, the strategy finished up 35% on the year. 6 Figure 1. More Periods of Outperformance Coupled with a Few Somewhat Larger Down Periods Followed by Much Bigger Gains 6% Monthly Composite Gross Excess Return vs. Russell Midcap Value Index 4% 2% 0% -2% -4% -6% -6% Nov 2016 Jun 2016 Value Underperforms Value Outperforms -4% -2% 0% 2% 4% 6% Monthly Excess Return of QMA Measure of Value for Mid Cap Value Strategy 5 years ending 12/31/2016. Source: QMA, FactSet, Frank Russell Company. Monthly excess return of QMA measure of value is defined as the weighted monthly excess returns of equal active positions on the most attractive value stocks (top quintile) based on the QMA measure of value. Past performance is not a guarantee or a reliable indicator of future results. 2 Capturing the Rubber Band Effect: How We Do Deep Value

3 While we benefited from the market s newfound interest in deep value stocks and how their subsequent upside impacted our portfolios, our model continued to identify many of them as attractive. For instance, even with the gains in Q4 2016, many banks and insurers still screened as inexpensive relative to most other stocks on trailing earnings and that was before they saw a modest pullback in Q as long-term interest rates retreated amid doubts about whether the new president would be able to deliver on his pro-growth agenda. So, once again, after we reaped the benefit of the snap back to the upside, our model kept allocating to these deeper-value names in anticipation of the next phase of the rubber band effect. By early March 2017, after spending much of the past decade trading at a discount, the Russell 1000 Value Index finally edged roughly in line with its average price-to-book ratio of 1.9 of the past 20 years. Our strategies, however, remained significantly lower-valued than the benchmark, not just on a price-to-book and price-to-earnings basis, but numerous other valuation metrics. We never know what will cause the markets to respond or when, but we remain firm believers in the opportunity available in deeply valued securities. 7 Figure 2. QMA s Model Toggles between Value Factors Based on E/P Spread Size Average Monthly Long-Short Returns for Russell 1000 Stocks 1/ / Monthly TR(%) Narrow Spread Normal Spread Wide Spread Earnings/Price plus Estimate Revisions Earnings/Price Earnings/Price plus Book/Price As of 12/31/2016. Source: QMA, Frank Russell Company. Estimate Earnings Revision is a factor used by QMA that represents a proprietary measure of EPS estimate revisions and near-term price momentum. Please see Notes to Disclosure for a fuller description of the chart. Past performance is not a guarantee or a reliable indicator of future results. Figure 3. Q E/P Spread Wider than at Any Time since the Global Financial Crisis and the Dot-Com Bubble Historical Average Spread 0.13 Spread Between Most Expensive and Cheapest Stock Quintiles of Russell 3000 Stocks 0.00 Feb-87 Sep-87 Apr-88 Nov-88 Jun-89 Jan-90 Aug-90 Mar-91 Oct-91 May-92 Dec-92 Jul-93 Feb-94 Sep-94 Apr-95 Nov-95 Jun-95 Jan-97 Aug-97 Mar-98 Oct-98 May-99 Dec-99 Jul-00 Feb-01 Sep-01 Apr-02 Nov-02 Jun-03 Jan-04 Aug-05 Mar-05 Oct-05 May-06 Dec-06 Jul-07 Feb-08 Sep-08 Apr-09 Nov-09 Jun-10 Jan-11 Aug-11 Mar-12 Oct-12 May-13 Dec-13 Jul-14 Feb-15 Sep-15 Apr-16 Nov-16 Average As of 12/31/2016. Source: QMA, Frank Russell Company. The line plots the difference between the median Earnings to Price (E/P) of the most expensive and cheapest quintiles of the Russell 3000 Index, when stocks are ranked on E/P. Past performance is not a guarantee or a reliable indicator of future results. Capturing the Rubber Band Effect: How We Do Deep Value 3

4 Figure 4. QMA s Persistent Commitment to Deep Value as Peers Support a Trend into More Expensive Stocks Price /Earnings /12 6/12 9/12 12/12 3/13 6/13 9/13 12/13 3/14 6/14 9/14 12/14 3/15 6/15 9/15 12/15 3/16 6/16 9/16 12/16 5th 25 th 75th 95th QMA Small Cap Value Equity Strategy As of 12/31/2016. Universe: evestment Alliance Small Cap Value Equity. Source: QMA and evestment Alliance. Shown for illustrative purposes only. Please see Notes to Disclosure page for Important Information including risk factors and disclosures. evestment Alliance is an outside vendor whose software has been used to create this exhibit. QMA pays a fee for this software. QMA has made efforts to confirm accuracy/reliability of the data provided by evestment Alliance but we disclaim responsibility for its accuracy or completeness. Past performance is not a guarantee or a reliable indicator of future results. Portfolio Manager Discretion: The Special Case of Energy Stocks Our process allows for us to intervene if we detect there is something important going on that is not captured in our model s stock selections. And, in fact, during the early summer of June 2016 we did override the model s recommendations to move to a maximum underweight of energy stocks. The huge slide in oil prices over the previous few years had taken a heavy toll on energy companies earnings, greatly depressing the numerator in the earnings-to-price (E/P) ratio our strategy uses to evaluate valuation. Of course, the stock prices had suffered, too, but using book-to-price (B/P), the metric we sometimes use to rate more distressed securities, only made the stocks look more expensive given the steep decline in the value of the companies reserves. However, we were also aware of the considerable lag in the time it takes changes in oil prices to work their way into operating revenues. While the stock prices reflected investors sentiment about the current and future price of oil, the earnings reflected prices from eight to 12 months earlier, when oil was bottoming at $29 a barrel. In other words, it was possible the model was having us sell the stocks just as they were coming off their lows, at which point (considering oil had already recovered to about $40 a barrel) it could turn around and eventually have us buy them again near their highs. Since selling low and buying high is not the way we ordinarily make money for our clients, and we do not make bets on the direction of oil prices, to control risk we weighted energy stocks near neutral to the benchmark. This stood in contrast to our more hands-off approach to the extreme low valuations we were seeing in Financials, where from almost any angle we could think of these stocks looked every bit as cheap as the model indicated. Figure 5. A Higher Weighting to Deeper Value Factors as E/P Spread Widened Led to Q Rubber Band Effect % % % % % 0.0% -2.0% -4.0% Cumulative Excess Return in % % % 0 Jan 2015 Apr 2015 Jul 2015 Sep 2015 Dec 2015 Mar 2016 May 2016 Aug 2016 Nov 2016 Jan % QMA Large Cap Strategic Value Strategy Valuation Weight (Combination Earnings Revision Weight E/P Spread Relative to History Portfolio Excess Return of E/P, B/P or C/P) As of 1/31/2017. Source: QMA, FactSet, Frank Russell Company. C/P refers to cash flow-to-price, another factors used in QMA s value equity model. 4 Capturing the Rubber Band Effect: How We Do Deep Value

5 FOOTNOTES 1 The securities described in this article are not intended to be an investment recommendation by QMA. QMA makes no representation as to the merits of investing in such securities. This article is not intended as investment advice and is for education purposes only. Past performance is not a guarantee or a reliable indicator of future results. 2 The Russell Indices are trademarks/service marks of the Frank Russell Company. Russell is a trademark of the Frank Russell Company. 3 There is no guarantee this objective will be received. 4 5 The most seminal study in this area is by McMaster University Professor S. Joe Basu s Investment Performance of Common Stocks in Relation to Their Price-Earnings Ratios: A Test of the Efficient Market Hypothesis, Journal of Finance, June Past performance is not a guarantee or a reliable indicator of future results. 7 This is intended for Professional Investors only. Your capital is at risk and the value of investments can go down as well as up. Past performance is not a guarantee or a reliable indicator of future results. These materials represent the views, opinions and recommendations of the author(s) regarding economic conditions, asset classes, and strategies. Distribution of this information to any person other than the person to whom it was originally delivered is unauthorized, and any reproduction of these materials, in whole or in part, or the divulgence of any of the contents hereof, without prior consent of Quantitative Management Associates LLC ( QMA ) is prohibited. Certain information contained herein has been obtained from sources that QMA believes to be reliable as of the date presented; however, QMA cannot guarantee the accuracy of such information, assure its completeness, or warrant that such information will not be changed. These materials are not intended as an offer or solicitation with respect to the purchase or sale of any security or other financial instrument or any investment management services and should not be used as the basis for any investment decision. No liability whatsoever is accepted for any loss (whether direct, indirect, or consequential) that may arise from any use of the information contained in or derived from this report. QMA and its affiliates may make investment decisions that are inconsistent with the views expressed herein, including for proprietary accounts of QMA or its affiliates These materials are for informational or educational purposes only. The information is not intended as investment advice and is not a recommendation about managing or investing assets. In providing these materials, QMA is not acting as your fiduciary as defined by the Department of Labor. In Europe, certain regulated activities are carried out by representatives of PGIM Limited, which is authorized and regulated by the Financial Conduct Authority (Registration Number ), and duly passported in various jurisdictions in the European Economic Area. Quantitative Management Associates LLC, which is an affiliate to PGIM Limited, is an SEC-registered investment adviser, and a limited liability company. PGIM Limited s Registered Office, Grand Buildings, 1-3 Strand, Trafalgar Square, London WC2N 5HR. In Japan, investment management services are made available by PGIM Japan, Co. Ltd., ("PGIM Japan"), a registered Financial Instruments Business Operator with the Financial Services Agency of Japan. In Hong Kong, information is presented by representatives of PGIM (Hong Kong) Limited, a regulated entity with the Securities and Futures Commission in Hong Kong to professional investors as defined in Part 1 of Schedule 1 of the Securities and Futures Ordinance. In Singapore, information is issued by PGIM (Singapore) Pte. Ltd. ( PGIM Singapore ), a Singapore investment manager that is licensed as a capital markets service license holder by the Monetary Authority of Singapore and an exempt financial adviser. These materials are issued by PGIM Singapore for the general information of institutional investors pursuant to Section 304 of the Securities and Futures Act, Chapter 289 of Singapore (the SFA ) and accredited investors and other relevant persons in accordance with the conditions specified in Sections 305 of the SFA. In South Korea, information is issued by QMA, which is licensed to provide discretionary investment management services directly to South Korean qualified institutional investors. The opinions expressed herein do not take into account individual client circumstances, objectives, or needs and are therefore are not intended to serve as investment recommendations. No determination has been made regarding the suitability of particular strategies to particular clients or prospects. The financial indices referenced herein is provided for informational purposes only. You cannot invest directly in an index. The statistical data regarding such indices has been obtained from sources believed to be reliable but has not been independently verified. Certain information contained herein may constitute forward-looking statements, (including observations about markets and industry and regulatory trends as of the original date of this document). Due to various risks and uncertainties, actual events or results may differ materially from those reflected or contemplated in such forward-looking statements. As a result, you should not rely on such forward-looking statements in making any decisions. No representation or warranty is made as to future performance or such forward-looking statements. Copyright 2016 QMA. All rights reserved. QMA

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