SUMMARY SELL IN MAY... AND PAY!

Size: px
Start display at page:

Download "SUMMARY SELL IN MAY... AND PAY!"

Transcription

1 SELL IN MAY... AND PAY! April 30, 2012 Northern Trust Global Investments 50 South La Salle Street Chicago, Illinois northerntrust.com James D. McDonald Chief Investment Strategist Daniel J. Phillips, CFA Investment Strategist Phillip B. Grant Investment Analyst SUMMARY It is that time of year. Articles in the financial and popular press are highlighting the initially compelling story of Sell in May and Go Away, also known as the Halloween Indicator. This strategy is based on a seasonal pattern of stock market returns being higher in the November through April timeframe than from May through October. A study by Bouman and Jacobsen ( The Halloween Indicator, Sell in May and Go Away: Another Puzzle ) shows that this is a long-term global phenomenon, and cites evidence of this trend in the United Kingdom market all the way back to So the question is: Should investors really Sell in May and Go Away? Our research conclusively shows this to be a losing strategy. Most investors who sell in May will be sunk by the taxes due each year on short-term capital gains. Additionally, this strategy is based on a 6-month holding period. If you extend your holding period to 12-months, lo and behold, it turns out that May is a BETTER month than November to initiate your investment strategy! In our analysis, we also review some other trading rules, such as the Super Bowl indicator, which perversely has a better track record than the Sell in May rule, and the U.S. Presidential cycle. We do believe there are disciplined quantitative investment rules that can be applied in the market, and we review two of them in this report. First, our research shows that a cross section of high-quality and dividend-paying stocks outperforms. Additionally, our research confirms that the outperformance of the small and value factors first highlighted by Eugene F. Fama and Kenneth R. French continue to persist. Buy and Hold (untaxed) Sell in May (untaxed) Sell in May (w/ 35% tax rate) Annualized returns over total time period Buy and Hold (untaxed) 10.7% Sell in May (untaxed) 10.4% Sell in May (w/ 35% tax rate) 6.8% EXHIBIT 1: GREAT THEORY, BAD STRATEGY GROWTH OF $100 $100,000 $80,000 $60,000 $40,000 Growth of $100 $20, Source: Northern Trust Global Investments, Ibbotson. Data from Note: Blue and red dots represent portfolio value after 15% long-term capital gains tax is applied to each strategy To test the effectiveness of the Sell in May strategy, we modeled the growth of a $100 investment from November 1945 to the end of 2011 in three back-tested portfolios: a traditional Buy and Hold portfolio, a Sell in May portfolio, and a taxable Sell in May portfolio. We defined the Sell in May strategy as being 100% invested in the U.S. equity market from November 1 to May 31 and 100% invested in cash during the rest of the year. The taxable Sell in May portfolio paid a 35% tax rate on $0

2 all short-term capital gains. As displayed in Exhibit 1, the Buy and Hold portfolio was the best performer, returning 10.7 % annually, while the sell in May portfolio returned 10.4%. The outperformance of the Buy and Hold portfolio is due to the average 2.9% market return from May to November, compared with a 2.2% average return on cash. On a risk-adjusted basis the annualized return over the annual standard deviation the Sell in May portfolio actually outperforms the Buy and Hold strategy; however, a non-taxable investor would have had to explicitly follow the strategy for an extended period to replicate the result. The Sell in May strategy is not nearly as encouraging when taxes are considered. The taxable Sell in May portfolio only returned 6.8% annually, underperforming the Buy and Hold portfolio substantially even after long-term capital gains taxes are deducted on the Buy and Hold portfolio. Based on our calculations, the Buy and Hold portfolio would have needed to lose 1.2% annually between May and November, rather than the positive 2.9% gain observed, for the Sell in May strategy to work. Exhibit 2 reiterates the primary reason behind the success of the Buy and Hold portfolio and the general benefits of being invested in the market over the long-term. The data represent the U.S. equity market return less the cash return (going forward, referred to as the excess return) for all 6- month periods starting May 1 going back to On average, an investor following the Sell in May strategy will forgo a 2.2% excess return. Consequently, a Sell in May strategy will underperform the Buy and Hold strategy in the long-term. Further, the excess return increases as interest rates fall. This is apparent when we group the data into quartiles based on the underlying cash returns. When the cash return is between 0.0% and 0.4%, the historical excess return has averaged 8.0%, but it falls to -0.2% when the cash return is above 2.6%. In other words, when interest rates are low the cost of selling in May and going to cash is the highest. EXHIBIT 2: IT HURTS TO BE OUT OF THE MARKET AVERAGE EXCESS RETURNS AT VARIOUS CASH RETURN LEVELS Across all % % % cash return (1st Quartile) (2nd Quartile) (3rd Quartile) environments When cash returns are between... Source: Northern Trust Global Investments, Ibbotson. Data from % (4th Quartile) Excess Return (%) While the relationship between the cash return and the excess return reaches the threshold to be considered statistically significant, market returns are dependent on numerous factors and today s low cash rates do not guarantee strong equity performance over the next six months. Speaking in statistical terms, our t-statistics on the beta coefficients give high confidence that the cash returns 2

3 influence excess return variations; but our low r-squared suggests that multiple other factors influence excess returns as well. Intuitively, this is to be expected many variables impact stock market returns over a six month period above and beyond monetary policy; but cash returns do represent a hurdle to surmount when looking for excess returns. In general, while this data may suggest a case could be made for selling in May when cash yields are high, on average, the investor is better off in the market (and especially when rates are low). While real-world nuisances, such as taxes and the cost of being out of the market, make implementation of the Sell in May strategy difficult, we have yet to answer the question as to whether the Sell in May strategy has any validity as a timing device. Specifically, we need to understand whether there is a strong buy signal attached to November with key measurements being the average returns, the volatility of those returns and the probability of realizing excess returns (referred to as either success rate or hit rate). We show the key findings in Exhibit 3 and provide a more detailed analysis in the Appendix. The 2.2% figure below should look familiar, as it is the average excess return of 6-month periods starting May 1 (as shown in Exhibit 2). We now compare that 2.2% against the average excess return of 6-month periods starting November 1. By this metric, the November returns look clearly superior as the 5.5% average 6-month excess return is over double that of May. The success rate of November also bests May, albeit by a less impressive margin (71% to 64%). In short, the 6- month returns starting in May and November both beat the cash return on average, but the 6-month returns starting in November do so at a higher level and at a greater success rate. This is where much of the research on Sell in May ends, as this data seems supportive for the market timing efficacy of buying in November vs. May. However, the validity of another timing strategy may help put this in perspective the Superbowl Indicator. According to this theory, you should buy when the National Football Conference (NFC) wins the Superbowl and sell when the American Football Conference (AFC) wins. Using this strategy, you would see a 6.2% excess return in years the NFC wins with a remarkable 83% success rate. EXHIBIT 3: THE KEY TO GOOD MARKET TIMING IS THE SUPERBOWL! 10.0 AVERAGE EXCESS RETURNS & SUCCESS RATES 100% Average excess return (%) % 71% 64% Avg. excess return (left scale) % of time outperforming the cash return (right scale) May November NFC AFC 41% 75% 50% 25% 0% -25% Probability of outperforming cash rate 6-month excess returns starting in 6-Month excess returns after Superbowl won by Source: Northern Trust Global Investments, Ibbotson. Data from ; Superbowl data starting in Note: Apologies to non-american football fans. With further time, we would probably be able to uncover a similar market anomaly with world football or cricket! 3

4 At the risk of stating the obvious, we are not advocating such a strategy. We are pointing out that what appear to be significant statistical relationships can sometimes be a product of pure coincidence. It is helpful to look at the dispersion around the averages to determine how much confidence should be placed in any particular strategy. For example, a noticeable difference in the November average return (vs. the average of all 6-month returns) accompanied by a lower dispersion (vs. dispersion across all returns) would suggest that the month of November is meaningful for some reason. Our tests determined there was a lack of statistical significance (t-stat of 1.6). Other academic research efforts (as noted earlier) have shown some statistical evidence (globally) that the phenomenon exists but have failed to produce a credible reason as to the cause. When directly comparing November and May 6-month returns, we find that the probability of November outperforming in any one year is approximately a 60/40 chance (see first chart in Appendix). What this implies is that the dispersion around the average May returns and the average November returns show quite a bit of overlap. To put this in more concrete terms, we can look at the 2009 experience. In that year, the May-November return of the remarkable rally that started that March was 20%. That 20% return outperformed four out of five November-May returns throughout history. The take-away is that despite May-November having a lower average return, there are several instances where the May returns compete quite well with the much revered November returns. The analysis we have done so far has only touched on 6-month returns. But most investors have time horizons of a year or longer. Additionally, we are in an election year does that have an impact on the Sell in May strategy? According to our research, it does and the chart below highlights our findings (again, further detail on these returns, along with returns starting in other months can be found in the Appendix). The first set of data below is the same average returns that were presented in Exhibit 3 only now annualized. While the 6-month (annualized) difference is stark, a 12-month time horizon completely removes the discrepancy. Furthermore, when we filtered our data to only incorporate election years, we found that May outperforms November on a 6-month (annualized) basis and also performs well on a 12-month basis. EXHIBIT 4: GETTING MIXED SIGNALS 11.0 MAY & NOVEMBER EXCESS RETURNS May November Total Return (%) Month (Ann.) 12-Month 6-Month (Ann.) 12-Month All Data Election Year Source: Northern Trust Global Investments, Ibbotson. Data from ; election years represented by 21 episodes. 4

5 In fact, in a separate study by Ned Davis Research, it was determined that, when looking at only election years, the markets actually bottom in the month of May. These inconsistencies, while not statistically significant themselves, force us to further question the statistical significance of the original 6-month return patterns. Presumably, if an indicator is truly statistically significant, one should not be able to slice and dice that statistical significance away by using simple filters, such as the presidential election cycle. Incidentally, the presidential cycle represents another market phenomenon. The Presidential Election Theory, as popularized by Yale Hirsch, the creator of the Stock Trader s Almanac, is based on historical observations of stock market returns following a four-year pattern that corresponds to the four-year U.S. election cycle. The theory suggests that, on average, the markets will have the weakest performance in the year following an election than any year of the cycle. We reran the data and found that, from 1928 to 2011, the S&P 500 Index returned an average of 8.6% in the two years following the election, 18.7% in the third year and 11.0% in the election year. The pattern strongly favors stock prices rising the two years prior to a presidential election. However, much like the Sell in May strategy, the statistical significance of this pattern is not overly present. Average return (%) EXHIBIT 5: PRESIDENTIAL PUSH PRESIDENTIAL CYCLE AVERAGE RETURNS & SUCCESS RATES 25 Avg. return (left scale) 86% 20 % of time outperforming the cash return (right scale) 71% 15 52% 50% st Year 2nd Year 3rd Year 4th Year Year of the presidential cycle Source: Northern Trust Global Investments, Ibbotson. Data from % 75% 50% 25% 0% Probability of outperforming cash return The theory behind explaining this behavior is tied to the incumbent administration s desire to increase the odds of reelection of not only themselves but their party. Take the bad news (fiscal retrenchment, foreign excursions, etc.) in the first half of the administration and then start priming the pump in the second half. The performance of the economy tends to show similar patterns; although, in contrast to the stock market s behavior, the fourth year of the election cycle tends to be the strongest economically. While we believe the Sell in May strategy doesn t work, we do think that there are ways to outperform the general market indexes through both active fundamental management and quantitative approaches. Two approaches that our quantitative research team supports are a quality dividend strategy and a small cap/value equity tilted portfolio. We see both strategies being able to generate sufficient performance, after expenses and taxes, to support their usage. 5

6 Our research shows that by combining companies of both high quality and dividend yield, with a portfolio management process that aims to reduce undesirable biases, you can produce persistent excess returns throughout different market cycles. Our focus on quality includes three categories of business performance, including management, profitability and cash. We think these fundamental attributes help measure a company s ability to sustain and grow its earnings and cash flow, which will help deliver shareholder value. Our research shows that the highest quality companies have generally outperformed the market, with lower overall volatility. When analyzing dividend paying stocks, however, we determined that while the top decile in dividend yield did indeed generate excess return, it came with very high volatility. When we analyzed an intersection of high quality and high dividend yield stocks, however, we found that stocks that were in the top 40% of both quality and dividend yield generated excellent performance. By focusing on both high quality and high dividends, we think an investor can be positioned to outperform the broad market over the long-term. Growth of $100 $50,000 $40,000 $30,000 $20,000 $10,000 $0 EXHIBIT 6: QUALITY AND DIVIDENDS A POWERFUL COMBINATION GROWTH OF $100 Annualized returns over total time period Intersection Top Quality / Top Yield 19.9% Top Quality 17.7% Top Yield 15.4% Russell % $39,438 $21,844 $11,279 $3, Intersection of Top Quality and Top Yield Top Quality Top Yield R3000 Source: Northern Trust Global Investments, Wilshire Atlas. Data from We have conducted similar quantitative research focused on size and valuation. The work of Fama and French in the early 1990s demonstrated that the smaller a company s market capitalization, and the higher the ratio of the company s book value to market value, the greater its expected return. They found that this return premium provided by size and value were persistent over long periods of time. Our quantitative research analysts have completed their own analysis of the size and value factors, and also believe that they are persistent over time. There is no agreement on why these premia exist. Believers in the efficient markets hypothesis will say they compensate for the extra risk these stocks represent, while others will say that the premium is due to a mispricing of the securities. As with a quality dividend strategy, these strategies will not outperform every year and must be utilized with an intermediate to longer-term time horizon. For example, the top decile of book value to market value (the cheapest) has historically outperformed the most expensive decile 63% of the time on a 1-year basis. If you extend the analysis period to a 5-year period, it jumps to 85% and hits 96% on a 10-year horizon (please see Exhibit 7 on the next page). Patience is certainly key, and those with longer time horizons stand to benefit most. 6

7 Average excess return (%) EXHIBIT 7: TRIED AND TRUE SIZE & VALUE AVERAGE EXCESS RETURNS & SUCCESS RATES % Avg. excess return (left scale) % of time outperforming (right scale) 85% % 62% 63% 57% Year 5-Year (Ann.) 10-Year (Ann.) 1-Year 5-Year (Ann.) 10-Year (Ann.) Size: Small Minus Big Value: High Minus Low Source: Northern Trust Global Investments, Ibbotson. Data from % 75% 50% 25% 0% Probability of outperformance CONCLUSION So, should you Sell in May and Go Away? While 6-month returns in May are indeed lower than 6- month returns starting in November, such a strategy would be doomed by taxes, the pain incurred by being out of the market (on average) and the wide dispersion of 6-month returns around the averages. Furthermore, our analysis shows that: The underperformance of May disappears in election years Low cash return environments have historically led to notable excess returns on average Seemingly irrelevant data, such as the Superbowl winner, appears to show predictive power Looking at the current situation (presidential election year, low interest rates, New York Giants (NFC team) as current Superbowl champions), one might conclude that this May is not a headwind but a gigantic tailwind! That is not the conclusion of this report. We have demonstrated the statistical vulnerability of the Sell in May strategy, and have shown the shortcomings of its actual implementation. We do see investment opportunities in areas such as quality dividend stocks and small-cap value equities, but not in strategies like Sell in May and Go Away. APPENDIX: ADDITIONAL STATISTICAL ANALYSIS 60 STATISTICAL ANALYSIS OF THE "SELL IN MAY" THEORY Distribution of 6-month excess returns by month Standard distribution of Nov. less May excess returns 2.5% 100% May > Nov. Excess return (%) Probability density 1.9% 1.3% 0.6% Normal Distribution Cumulative Probability Probability that May outperforms November: 41% 75% 50% 25% Cumulative probability -60 Individual data points Average Month of the year (1 = January) Avg. = 3.3% 0.0% 0% << May Outperf. << Relative Returns >> Nov. Outperf. >> 7

8 6-Month Period Beg. the 1st of STATISTICAL ANALYSIS OF 6- & 12-MONTH EXCESS RETURNS All Data - Sample Size = 85 Election Year - Sample Size = 21 Average Std. Dev. Risk-Adj. Median Hit Rate* Average Std. Dev. Risk-Adj. Median Hit Rate* January % % February % % March % % April % % May % % June % % July % % August % % September % % October % % November % % December % % 12-Month Period All Data - Sample Size = 85 Election Year - Sample Size = 21 Beg. the 1st of Average Std. Dev. Risk-Adj. Median Hit Rate* Average Std. Dev. Risk-Adj. Median Hit Rate* January % % February % % March % % April % % May % % June % % July % % August % % September % % October % % November % % December % % Source: Northern Trust Global Investments, Ibbotson. Data from *probability of outperforming cash return Special thanks go to Natalie Sproull for data research. IRS CIRCULAR 230 NOTICE: To the extent that this message or any attachment concerns tax matters, it is not intended to be used and cannot be used by a taxpayer for the purpose of avoiding penalties that may be imposed by law. For more information about this notice, see IMPORTANT INFORMATION: This material is for information purposes only. The views expressed are those of the author(s) as of the date noted and not necessarily of the Corporation and are subject to change based on market or other conditions without notice. The information should not be construed as investment advice or a recommendation to buy or sell any security or investment product. It does not take into account an investor s particular objectives, risk tolerance, tax status, investment horizon, or other potential limitations. All material has been obtained from sources believed to be reliable, but the accuracy cannot be guaranteed. PAST PERFORMANCE IS NOT INDICATIVE OF FUTURE RESULTS. Periods greater than one year are annualized except where indicated. Returns of the indexes also do not typically reflect the deduction of investment management fees, trading costs or other expenses. It is not possible to invest directly in an index. Indexes are the property of their respective owners, all rights reserved. No bank guarantee May lose value NOT FDIC INSURED 8

S E L L I N M A Y... A N D P A Y!

S E L L I N M A Y... A N D P A Y! 1945 1948 1951 1954 1957 1960 1963 1966 1969 1972 1975 1978 1981 1984 1987 1990 1993 1996 1999 2002 2005 2008 2011 Growth of $100 S E L L I N M A Y... A N D P A Y! SUMMARY It is that time of year. Articles

More information

NOT WORTH BEING CUTE SELLING OUT OF EXPENSIVE MARKETS HASN T ADDED VALUE HISTORICALLY

NOT WORTH BEING CUTE SELLING OUT OF EXPENSIVE MARKETS HASN T ADDED VALUE HISTORICALLY INVESTMENT STRATEGY COMMENTARY NOT WORTH BEING CUTE SELLING OUT OF EXPENSIVE MARKETS HASN T ADDED VALUE HISTORICALLY October 27, 2017 Some investors are expressing concern about stock market valuations

More information

MARKET VOLATILITY - NUMBER OF "BIG MOVE" TRADING DAYS

MARKET VOLATILITY - NUMBER OF BIG MOVE TRADING DAYS M O O D S W I N G S November 11, 214 Northern Trust Asset Management http://www.northerntrust.com/ investmentstgy James D. McDonald Chief Investment Stgist jxm8@ntrs.com Daniel J. Phillips, CFA Investment

More information

Smart Beta and the Evolution of Factor-Based Investing

Smart Beta and the Evolution of Factor-Based Investing Smart Beta and the Evolution of Factor-Based Investing September 2016 Donald J. Hohman Managing Director, Product Management Hitesh C. Patel, Ph.D Managing Director Structured Equity Douglas J. Roman,

More information

THE VALUE FACTOR ISN'T DEAD, JUST MISAPPLIED

THE VALUE FACTOR ISN'T DEAD, JUST MISAPPLIED REPRINTED FROM POINT OF VIEW MAY 2018 THE VALUE FACTOR ISN'T DEAD, JUST MISAPPLIED CONTRARY TO POPULAR PERCEPTION, THE VALUE FACTOR HAS OUTPERFORMED OVER THE LAST DECADE. Investors are losing patience

More information

Highly Selective Active Managers, Though Rare, Outperform

Highly Selective Active Managers, Though Rare, Outperform INSTITUTIONAL PERSPECTIVES May 018 Highly Selective Active Managers, Though Rare, Outperform Key Takeaways ffresearch shows that highly skilled active managers with high active share, low R and a patient

More information

Smart Beta and the Evolution of Factor-Based Investing

Smart Beta and the Evolution of Factor-Based Investing Smart Beta and the Evolution of Factor-Based Investing September 2017 Donald J. Hohman Managing Director, Product Management Hitesh C. Patel, Ph.D Managing Director Structured Equity Douglas J. Roman,

More information

PERFORMANCE STUDY 2013

PERFORMANCE STUDY 2013 US EQUITY FUNDS PERFORMANCE STUDY 2013 US EQUITY FUNDS PERFORMANCE STUDY 2013 Introduction This article examines the performance characteristics of over 600 US equity funds during 2013. It is based on

More information

2014 Active Management Review March 24, 2015

2014 Active Management Review March 24, 2015 March 24, 2015 Steven J. Foresti, Managing Director Chris Tessman, Vice President Andre Minassian, CFA, Associate Wilshire Associates Incorporated 1299 Ocean Avenue, Suite 700 Santa Monica, CA 90401 Phone:

More information

INVESTMENT SERVICES. Topics in... AN INTRODUCTION TO GOALS DRIVEN WEALTH MANAGEMENT

INVESTMENT SERVICES. Topics in... AN INTRODUCTION TO GOALS DRIVEN WEALTH MANAGEMENT Topics in... INVESTMENT SERVICES AN INTRODUCTION TO GOALS DRIVEN WEALTH MANAGEMENT A disciplined investment approach that empowers you with confidence. At first glance, the notion of setting goals for

More information

INSTITUTIONAL INVESTMENT & FIDUCIARY SERVICES: Investment Basics: Is Active Management Still Worth the Fees? By Joseph N. Stevens, CFA INTRODUCTION

INSTITUTIONAL INVESTMENT & FIDUCIARY SERVICES: Investment Basics: Is Active Management Still Worth the Fees? By Joseph N. Stevens, CFA INTRODUCTION INSTITUTIONAL INVESTMENT & FIDUCIARY SERVICES: Investment Basics: Is Active Management Still Worth the Fees? By Joseph N. Stevens, CFA INTRODUCTION As of December 31, 2014, more than 30% of all US Dollar-based

More information

The Case for Micro-Cap Equities. Originally Published January 2011

The Case for Micro-Cap Equities. Originally Published January 2011 The Case for Micro-Cap Equities Originally Published January 011 MICRO-CAP EQUITIES PRESENT A COMPELLING INVESTMENT OPPORTUNITY FOR LONG-TERM INVESTORS In an increasingly efficient and competitive market,

More information

Volatility Lessons Eugene F. Fama a and Kenneth R. French b, Stock returns are volatile. For July 1963 to December 2016 (henceforth ) the

Volatility Lessons Eugene F. Fama a and Kenneth R. French b, Stock returns are volatile. For July 1963 to December 2016 (henceforth ) the First draft: March 2016 This draft: May 2018 Volatility Lessons Eugene F. Fama a and Kenneth R. French b, Abstract The average monthly premium of the Market return over the one-month T-Bill return is substantial,

More information

YEARNINGS FOR EARNINGS

YEARNINGS FOR EARNINGS YEARNINGS FOR EARNINGS April 6, 215 Northern Trust Asset Management http://www.northerntrust.com/ investmentstrategy James D. McDonald Chief Investment Strategist jxm8@ntrs.com Daniel J. Phillips, CFA

More information

High-conviction strategies: Investing like you mean it

High-conviction strategies: Investing like you mean it BMO Global Asset Management APRIL 2018 Asset Manager Insights High-conviction strategies: Investing like you mean it While the active/passive debate carries on across the asset management industry, it

More information

A Columbine White Paper: The January Effect Revisited

A Columbine White Paper: The January Effect Revisited A Columbine White Paper: February 10, 2010 SUMMARY By utilizing the Fama-French momentum data set we were able to extend our earlier studies of the January effect back an additional forty years. On an

More information

Adverse Active Alpha SM Manager Ranking Model

Adverse Active Alpha SM Manager Ranking Model CONSULTING GROUP INVESTMENT ADVISOR RESEARCH DECEMBER 3, 2013 Adverse Active Alpha SM Manager Ranking Model MATTHEW RIZZO Vice President Matthew.Rizzo@ms.com +1 302 888-4105 Introduction Investment professionals

More information

Perspectives FEB Value Underperformance in the Current Market Cycle

Perspectives FEB Value Underperformance in the Current Market Cycle Perspectives FEB 2018 Underperformance in the Current Market Cycle With the value premium seemingly in decline, value investors have had a lot to complain about over the past ten years. Growth stocks continue

More information

YIELD CURVE INVERSION: A CLEAR BUT UNLIKELY DANGER

YIELD CURVE INVERSION: A CLEAR BUT UNLIKELY DANGER 1-year minus -year UST (%) INVESTMENT STRATEGY COMMENTARY YIELD CURVE INVERSION: A CLEAR BUT UNLIKELY DANGER December 4, 17 Investors focus on the yield curve with good reason an inverted curve has historically

More information

Persistence in Mutual Fund Performance: Analysis of Holdings Returns

Persistence in Mutual Fund Performance: Analysis of Holdings Returns Persistence in Mutual Fund Performance: Analysis of Holdings Returns Samuel Kruger * June 2007 Abstract: Do mutual funds that performed well in the past select stocks that perform well in the future? I

More information

Index and Enhanced Index Funds

Index and Enhanced Index Funds Index and Enhanced Index Funds By David G. Booth Co-Chairman, Chief Executive Officer and Chief Investment Officer Dimensional Fund Advisors Inc. April 2001 Dimensional Fund Advisors' investment strategies

More information

The Value Premium and the January Effect

The Value Premium and the January Effect The Value Premium and the January Effect Julia Chou, Praveen Kumar Das * Current Version: January 2010 * Chou is from College of Business Administration, Florida International University, Miami, FL 33199;

More information

Active vs. Passive Money Management

Active vs. Passive Money Management Active vs. Passive Money Management Exploring the costs and benefits of two alternative investment approaches By Baird s Advisory Services Research Synopsis Proponents of active and passive investment

More information

Stock-Split Announcement Effect. The interesting event study [1] deals with stock-split announcements.

Stock-Split Announcement Effect. The interesting event study [1] deals with stock-split announcements. Event Study An event study tests market efficiency: one investigates whether the occurrence of a certain event creates an opportunity for economic profit. 1 Ex Dividend Date An example of an event study

More information

ELC Advisors, LLC. Efficient Low Cost Wealth Management

ELC Advisors, LLC. Efficient Low Cost Wealth Management ELC Advisors, LLC Efficient Low Cost Wealth Management ELC Advisors, LLC Our principles Clients come first As an RIA, ELC Advisors adheres to the fiduciary standard No misaligned incentives, as with broker

More information

Structured Small Cap Equity

Structured Small Cap Equity Quarterly Commentary Third Quarter 2018 Market Commentary During the third quarter, the U.S. domestic backdrop continued to be highly positive for small-cap equities. The economy continued to grow at a

More information

When do enhanced indexation managers add alpha? In previous papers, 1 we identified market circumstances that seem to have a positive

When do enhanced indexation managers add alpha? In previous papers, 1 we identified market circumstances that seem to have a positive When do enhanced indexation managers add alpha? In previous papers, 1 we identified market circumstances that seem to have a positive Ingrid Tierens New York: 212-357-441 Originally published: October

More information

Introducing the JPMorgan Cross Sectional Volatility Model & Report

Introducing the JPMorgan Cross Sectional Volatility Model & Report Equity Derivatives Introducing the JPMorgan Cross Sectional Volatility Model & Report A multi-factor model for valuing implied volatility For more information, please contact Ben Graves or Wilson Er in

More information

Market Bulletin. 1Q15 Earnings season recap: The value of a dollar. May 13, In Brief. Summary

Market Bulletin. 1Q15 Earnings season recap: The value of a dollar. May 13, In Brief. Summary Market Bulletin May 13, 2015 1Q15 Earnings season recap: The value of a dollar James C. Liu, CFA Executive Director Global Market Strategist Abigail B. Dwyer Market Analyst In Brief We estimate that first

More information

BEYOND SMART BETA: WHAT IS GLOBAL MULTI-FACTOR INVESTING AND HOW DOES IT WORK?

BEYOND SMART BETA: WHAT IS GLOBAL MULTI-FACTOR INVESTING AND HOW DOES IT WORK? INVESTING INSIGHTS BEYOND SMART BETA: WHAT IS GLOBAL MULTI-FACTOR INVESTING AND HOW DOES IT WORK? Multi-Factor investing works by identifying characteristics, or factors, of stocks or other securities

More information

in-depth Invesco Actively Managed Low Volatility Strategies The Case for

in-depth Invesco Actively Managed Low Volatility Strategies The Case for Invesco in-depth The Case for Actively Managed Low Volatility Strategies We believe that active LVPs offer the best opportunity to achieve a higher risk-adjusted return over the long term. Donna C. Wilson

More information

When do active equity managers add alpha?

When do active equity managers add alpha? When do active equity managers add alpha? Joanne M. Hill New York: 212-92-298 Ingrid Tierens New York: 212-357-441 Originally published: July 23, 23 Updated: March 2, 24 Equity investors have debated the

More information

THE PRACTICAL IMPLEMENTATION OF EQUITY VALUATION IN QUANTITATIVE VALUE INVESTING

THE PRACTICAL IMPLEMENTATION OF EQUITY VALUATION IN QUANTITATIVE VALUE INVESTING THE PRACTICAL IMPLEMENTATION OF EQUITY VALUATION IN QUANTITATIVE VALUE INVESTING In this paper, the practice of value investing is explained and analyzed by drawing from the academic and applied literature

More information

INVESTMENT STRATEGIES FOR NON-DIVIDEND PAYERS

INVESTMENT STRATEGIES FOR NON-DIVIDEND PAYERS Ned Davis Research Group NDR Solutions Quarterly Investment Insight from NDR's Custom Solutions Team INVESTMENT STRATEGIES FOR NON-DIVIDEND PAYERS MARCH 2016 LUCY LIU, CFA Senior Research Analyst, Custom

More information

DIVIDENDS A NEW PERSPECTIVE

DIVIDENDS A NEW PERSPECTIVE July 2015 DIVIDENDS A NEW PERSPECTIVE Richard Cloutier, Jr., CFA Vice President Chief Investment Strategist OVERVIEW During the last bull market, investors focused their attention on rapidly growing businesses

More information

Value-Added Services

Value-Added Services Value-Added Services Structured Asset Class Investment Strategies Introduction The collapse in growth stock prices following the Technology/Internet bubble of the late 90 s, along with the current financial

More information

The Truth About Top-Performing Money Managers

The Truth About Top-Performing Money Managers The Truth About Top-Performing Money Managers Why investors should expect and accept periods of poor relative performance By Baird s Advisory Services Research Executive Summary It s only natural for investors

More information

Data & analysis of persistence in returns at the fund level. Key takeaways

Data & analysis of persistence in returns at the fund level. Key takeaways Data & analysis of persistence in returns at the fund level PitchBook is now a Morningstar company. Comprehensive, accurate and hard-to-find data for professionals doing business in the private markets.

More information

THE ROLE OF FIXED INCOME IN GOALS DRIVEN WEALTH MANAGEMENT

THE ROLE OF FIXED INCOME IN GOALS DRIVEN WEALTH MANAGEMENT THE ROLE OF FIXED INCOME IN GOALS DRIVEN WEALTH MANAGEMENT In Goals Driven Wealth Management, we look at your portfolio as being composed of risk control assets (quality fixed income and cash) and risk

More information

The benefits of core-satellite investing

The benefits of core-satellite investing The benefits of core-satellite investing Contents 1 Core-satellite: A powerful investment approach 3 The key benefits of indexing the portfolio s core 6 Core-satellite methodology Core-satellite: A powerful

More information

Get active with Vanguard factor ETFs

Get active with Vanguard factor ETFs Get active with Vanguard factor ETFs Factor investing has gained attention in recent years, in part because of the rise of alternatively weighted indexes and smart-beta products. Yet factor investing has

More information

Global Investing DIVERSIFYING INTERNATIONAL EQUITY ALLOCATIONS WITH SMALL-CAP STOCKS

Global Investing DIVERSIFYING INTERNATIONAL EQUITY ALLOCATIONS WITH SMALL-CAP STOCKS PRICE PERSPECTIVE June 2016 In-depth analysis and insights to inform your decision-making. Global Investing DIVERSIFYING INTERNATIONAL EQUITY ALLOCATIONS WITH SMALL-CAP STOCKS EXECUTIVE SUMMARY International

More information

Active vs. Passive Money Management

Active vs. Passive Money Management Active vs. Passive Money Management Exploring the costs and benefits of two alternative investment approaches By Baird s Advisory Services Research Synopsis Proponents of active and passive investment

More information

DOES SECTOR ROTATION WORK?

DOES SECTOR ROTATION WORK? DOES SECTOR ROTATION WORK? What goes around comes around. - Proverb 2 There is a general market wisdom that certain sectors perform well and other sectors perform poorly during different points in the

More information

The (Un)Reliability of Past Performance

The (Un)Reliability of Past Performance The (Un)Reliability of Past Performance The longer your view, the better your perspective By Baird s Advisory Services Research If you re making investment decisions with the assumption that recent performance

More information

Defensive equity: Is the market mispricing risk?

Defensive equity: Is the market mispricing risk? By: Bob Collie, FIA, Chief Research Strategist, Americas Institutional JUNE 2011 John Osborn, CFA, Director, Consulting, Americas Institutional Defensive equity: Is the market mispricing risk? Intuitively,

More information

Sight. combining RISK. line of. The Equity Imperative

Sight. combining RISK. line of. The Equity Imperative line of Sight The Equity Imperative combining RISK FACTORS for SUPERIOR returns Over the years, academic research has well-documented the notion of compensated risk factors. In Northern Trust s 2013 paper,

More information

Chapter 13. Efficient Capital Markets and Behavioral Challenges

Chapter 13. Efficient Capital Markets and Behavioral Challenges Chapter 13 Efficient Capital Markets and Behavioral Challenges Articulate the importance of capital market efficiency Define the three forms of efficiency Know the empirical tests of market efficiency

More information

MUTUAL FUND PERFORMANCE ANALYSIS PRE AND POST FINANCIAL CRISIS OF 2008

MUTUAL FUND PERFORMANCE ANALYSIS PRE AND POST FINANCIAL CRISIS OF 2008 MUTUAL FUND PERFORMANCE ANALYSIS PRE AND POST FINANCIAL CRISIS OF 2008 by Asadov, Elvin Bachelor of Science in International Economics, Management and Finance, 2015 and Dinger, Tim Bachelor of Business

More information

Nasdaq Chaikin Power US Small Cap Index

Nasdaq Chaikin Power US Small Cap Index Nasdaq Chaikin Power US Small Cap Index A Multi-Factor Approach to Small Cap Introduction Multi-factor investing has become very popular in recent years. The term smart beta has been coined to categorize

More information

Factoring in Behavior

Factoring in Behavior Factoring in Behavior Mike Fardy, National Sales Manager, CIMA, FlexShares Not For Use with Retail Investors Return (%) Global Equities Performance 300 240 180 120 60 0-60 Dec-08 Dec-11 Dec-14 Dec-17 U.S.

More information

Do Mutual Fund Managers Outperform by Low- Balling their Benchmarks?

Do Mutual Fund Managers Outperform by Low- Balling their Benchmarks? University at Albany, State University of New York Scholars Archive Financial Analyst Honors College 5-2013 Do Mutual Fund Managers Outperform by Low- Balling their Benchmarks? Matthew James Scala University

More information

Chapter 8 Stock Price Behavior and Market Efficiency

Chapter 8 Stock Price Behavior and Market Efficiency Chapter 8 Stock Price Behavior and Market Efficiency Concept Questions 1. There are three trends at all times, the primary, secondary, and tertiary trends. For a market timer, the secondary, or short-run

More information

DON T SELL IN MAY COMMENTARY THE WORST SIX MONTHS OF THE YEAR KEY TAKEAWAYS LPL RESEARCH WEEKLY MARKET SELL IN MAY. May

DON T SELL IN MAY COMMENTARY THE WORST SIX MONTHS OF THE YEAR KEY TAKEAWAYS LPL RESEARCH WEEKLY MARKET SELL IN MAY. May LPL RESEARCH WEEKLY MARKET COMMENTARY May 7 2018 DON T SELL IN MAY John Lynch Chief Investment Strategist, LPL Financial Ryan Detrick, CMT Senior Market Strategist, LPL Financial KEY TAKEAWAYS The May

More information

Capital Asset Pricing Model - CAPM

Capital Asset Pricing Model - CAPM Capital Asset Pricing Model - CAPM The capital asset pricing model (CAPM) is a model that describes the relationship between systematic risk and expected return for assets, particularly stocks. CAPM is

More information

Premium Timing with Valuation Ratios

Premium Timing with Valuation Ratios RESEARCH Premium Timing with Valuation Ratios March 2016 Wei Dai, PhD Research The predictability of expected stock returns is an old topic and an important one. While investors may increase expected returns

More information

RESEARCH THE SMALL-CAP-ALPHA MYTH ORIGINS

RESEARCH THE SMALL-CAP-ALPHA MYTH ORIGINS RESEARCH THE SMALL-CAP-ALPHA MYTH ORIGINS Many say the market for the shares of smaller companies so called small-cap and mid-cap stocks offers greater opportunity for active management to add value than

More information

Returns on Small Cap Growth Stocks, or the Lack Thereof: What Risk Factor Exposures Can Tell Us

Returns on Small Cap Growth Stocks, or the Lack Thereof: What Risk Factor Exposures Can Tell Us RESEARCH Returns on Small Cap Growth Stocks, or the Lack Thereof: What Risk Factor Exposures Can Tell Us The small cap growth space has been noted for its underperformance relative to other investment

More information

Investment Insight. Are Risk Parity Managers Risk Parity (Continued) Summary Results of the Style Analysis

Investment Insight. Are Risk Parity Managers Risk Parity (Continued) Summary Results of the Style Analysis Investment Insight Are Risk Parity Managers Risk Parity (Continued) Edward Qian, PhD, CFA PanAgora Asset Management October 2013 In the November 2012 Investment Insight 1, I presented a style analysis

More information

Economics of Behavioral Finance. Lecture 3

Economics of Behavioral Finance. Lecture 3 Economics of Behavioral Finance Lecture 3 Security Market Line CAPM predicts a linear relationship between a stock s Beta and its excess return. E[r i ] r f = β i E r m r f Practically, testing CAPM empirically

More information

MOMENTUM INVESTING: SIMPLE, BUT NOT EASY

MOMENTUM INVESTING: SIMPLE, BUT NOT EASY MOMENTUM INVESTING: SIMPLE, BUT NOT EASY As Of Date: 9/5/2018 Wesley R. Gray, PhD T: +1.215.882.9983 F: +1.216.245.3686 ir@alphaarchitect.com 213 Foxcroft Road Broomall, PA 19008 Empower Investors Through

More information

The Truth about Top-Performing Money Managers

The Truth about Top-Performing Money Managers The Truth about Top-Performing Money Managers Why investors should expect and accept periods of poor relative performance By Baird s Advisory Services Research Executive Summary It s only natural for investors

More information

Factor Performance in Emerging Markets

Factor Performance in Emerging Markets Investment Research Factor Performance in Emerging Markets Taras Ivanenko, CFA, Director, Portfolio Manager/Analyst Alex Lai, CFA, Senior Vice President, Portfolio Manager/Analyst Factors can be defined

More information

CHAPTER 12: MARKET EFFICIENCY AND BEHAVIORAL FINANCE

CHAPTER 12: MARKET EFFICIENCY AND BEHAVIORAL FINANCE CHAPTER 12: MARKET EFFICIENCY AND BEHAVIORAL FINANCE 1. The correlation coefficient between stock returns for two non-overlapping periods should be zero. If not, one could use returns from one period to

More information

PORTFOLIO INSIGHTS DESIGNING A SMART ALTERNATIVE APPROACH FOR INVESTING IN AUSTRALIAN SMALL COMPANIES. July 2018

PORTFOLIO INSIGHTS DESIGNING A SMART ALTERNATIVE APPROACH FOR INVESTING IN AUSTRALIAN SMALL COMPANIES. July 2018 Financial adviser/ wholesale client use only. Not for distribution to retail clients. Until recently, investors seeking to gain a single exposure to a diversified portfolio of Australian small companies

More information

The Active-Passive Debate: Bear Market Performance

The Active-Passive Debate: Bear Market Performance The Active-Passive Debate: Bear Market Performance Vanguard Investment Counseling & Research Executive summary. We often hear of the benefits active equity management can provide during periods of market

More information

Statistics can help trustees figure out if a money manager is actively managing a fund s investments or is actually a closet indexer.

Statistics can help trustees figure out if a money manager is actively managing a fund s investments or is actually a closet indexer. Active Share: Put Some Moneyball in Next Trustee Meeting by Thusith Mahanama Statistics can help trustees figure out if a money manager is actively managing a fund s investments or is actually a closet

More information

April The Value Reversion

April The Value Reversion April 2016 The Value Reversion In the past two years, value stocks, along with cyclicals and higher-volatility equities, have underperformed broader markets while higher-momentum stocks have outperformed.

More information

The Case for Active Management Part 1 - Opportunity

The Case for Active Management Part 1 - Opportunity The Case for Active Management Part 1 - Opportunity Keith E. Gustafson, CFA, Managing Director ACTIVE WINTER 2013 When written in Chinese, the word crisis is composed of two characters One represents danger

More information

High Yield Perspectives. Prudential Fixed Income. The Sweet Spot of the Bond Market: The Case for High Yield s Upper Tier June 2003

High Yield Perspectives. Prudential Fixed Income. The Sweet Spot of the Bond Market: The Case for High Yield s Upper Tier June 2003 Prudential Fixed Income The Sweet Spot of the Bond Market: The Case for High Yield s Upper Tier June 2003 Michael J. Collins, CFA Principal, High Yield Many institutional investors are in search of investment

More information

WisdomTree International Multifactor Fund WisdomTree Emerging Markets Multifactor Fund

WisdomTree International Multifactor Fund WisdomTree Emerging Markets Multifactor Fund WisdomTree International Multifactor Fund WisdomTree Emerging Markets Multifactor Fund DWMF/ EMMF THE CASE FOR INTERNATIONAL AND EMERGING MARKETS MULTIFACTOR FUNDS WisdomTree aspires to be at the forefront

More information

Translating Factors to International Markets

Translating Factors to International Markets LEADERSHIP SERIES Translating Factors to International Markets Strategies that combine the potential diversification benefits of international exposure with the portfolio-enhancing benefits of factors

More information

US Small Caps : Smoke and Mirrors.

US Small Caps : Smoke and Mirrors. US Small Caps : Smoke and Mirrors. julien.messias@uncia-am.com The aim of this quick study is to check whether the well-known outperformance of US Small Caps over US Large Caps : - Is true - Is persistent

More information

C O M M O D I T I E S : A C R U D E A W A K E N I N G

C O M M O D I T I E S : A C R U D E A W A K E N I N G GDP growth (percent) Performance (percent) C O M M O D I T I E S : A C R U D E A W A K E N I N G August 12, 2015 Northern Trust Asset Management northerntrust.com/ investmentstrategy James D. McDonald

More information

STRATEGY OVERVIEW. Long/Short Equity. Related Funds: 361 Domestic Long/Short Equity Fund (ADMZX) 361 Global Long/Short Equity Fund (AGAZX)

STRATEGY OVERVIEW. Long/Short Equity. Related Funds: 361 Domestic Long/Short Equity Fund (ADMZX) 361 Global Long/Short Equity Fund (AGAZX) STRATEGY OVERVIEW Long/Short Equity Related Funds: 361 Domestic Long/Short Equity Fund (ADMZX) 361 Global Long/Short Equity Fund (AGAZX) Strategy Thesis The thesis driving 361 s Long/Short Equity strategies

More information

Thinking. Alternative. Alternative Thinking Q4 2016: Superstar Investors. U.K. Supplement. Supplement released November 2017

Thinking. Alternative. Alternative Thinking Q4 2016: Superstar Investors. U.K. Supplement. Supplement released November 2017 Alternative Thinking Supplement released November 2017 Alternative Thinking Q4 2016: Superstar Investors U.K. Supplement This document accompanies AQR s 2016 article Superstar Investors, which analyzed

More information

Treasuries for the Long Run

Treasuries for the Long Run CALLAN INSTITUTE January 2018 Research Treasuries for the Long Run Can They Dependably Rally When Stocks Are Falling? Many institutional investors are considering an allocation to long-term Treasuries

More information

The Factors That Matter

The Factors That Matter The Factors That Matter Presented to Democratize Quant / MARC March 22, 2018 Presented by: Tammira Philippe, CFA President Bridgeway Capital Management This material is intended for use by investment professionals

More information

Spin-offs Revisited: A Review of a Structural Pricing Anomaly

Spin-offs Revisited: A Review of a Structural Pricing Anomaly Spin-offs Revisited: A Review of a Structural Pricing Anomaly by Horizon Asset Management, Inc. 342 Madison Avenue, Suite 702 New York City, NY 10173 Phone (212) 499-7720 Fax (212) 599-4676 Research property

More information

9/1/ /1/1977 9/1/ /1/ /1/1963

9/1/ /1/1977 9/1/ /1/ /1/1963 CAPITAL IDEAS It Pays to Collect Dividends Executive Summary Dividend income makes up a significant portion of total return over long time periods. 18.0% 16.0% 14.0% 12.0% 10.0% Figure 1: Dividend Yield

More information

High conviction: Creating multi-asset portfolios designed to achieve investors objectives

High conviction: Creating multi-asset portfolios designed to achieve investors objectives The Invesco White Paper Series High conviction: Creating multi-asset portfolios designed to achieve investors objectives Contributors: Duy Nguyen, CFA, CAIA Senior Portfolio Manager Chief Investment Officer

More information

THE ACTIVE SHARE DEBATE WEBINAR. Presented by John Alexander, CFA Billy Welsh

THE ACTIVE SHARE DEBATE WEBINAR. Presented by John Alexander, CFA Billy Welsh THE ACTIVE SHARE DEBATE WEBINAR Presented by John Alexander, CFA Billy Welsh Today s Speakers John Alexander, CFA Solutions Specialist evestment Billy Welsh Client Strategist evestment jalexander@evestment.com

More information

Alpha Bonds Strategy

Alpha Bonds Strategy Alpha Bonds Strategy Strategy Overview The Alpha Bonds Strategy combines conservative bond funds with Alpha s fourth quarter power periods to create what we believe is a unique solution to the conservative

More information

Asset Allocation Matters, But Not as Much as You Think By Robert Huebscher June 15, 2010

Asset Allocation Matters, But Not as Much as You Think By Robert Huebscher June 15, 2010 Asset Allocation Matters, But Not as Much as You Think By Robert Huebscher June 15, 2010 We re all familiar with the 1986 finding by Gary Brinson, Randolph Hood, and Gilbert Beebower (BHB) that asset allocation

More information

SUSTAINABLE COMPANIES FOR A BETTER PORTFOLIO

SUSTAINABLE COMPANIES FOR A BETTER PORTFOLIO SUSTAINABLE COMPANIES FOR A BETTER PORTFOLIO USING QUALITY AND ESG TO ENHANCE RETURNS By integrating environmental, social and governance (ESG) factors into their portfolios, investors are increasingly

More information

Lazard Insights. Capturing the Small-Cap Effect. The Small-Cap Effect. Summary. Edward Rosenfeld, Director, Portfolio Manager/Analyst

Lazard Insights. Capturing the Small-Cap Effect. The Small-Cap Effect. Summary. Edward Rosenfeld, Director, Portfolio Manager/Analyst Lazard Insights Capturing the Small-Cap Effect Edward Rosenfeld, Director, Portfolio Manager/Analyst Summary Historically, small-cap equities have outperformed large-cap equities across several regions.

More information

An Intro to Sharpe and Information Ratios

An Intro to Sharpe and Information Ratios An Intro to Sharpe and Information Ratios CHART OF THE WEEK SEPTEMBER 4, 2012 In this post-great Recession/Financial Crisis environment in which investment risk awareness has been heightened, return expectations

More information

The Liquidity Style of Mutual Funds

The Liquidity Style of Mutual Funds Thomas M. Idzorek Chief Investment Officer Ibbotson Associates, A Morningstar Company Email: tidzorek@ibbotson.com James X. Xiong Senior Research Consultant Ibbotson Associates, A Morningstar Company Email:

More information

Investment Strategy: Strategic Themes and Tactical Positioning

Investment Strategy: Strategic Themes and Tactical Positioning INSTITUTIONAL ASSET MANAGEMENT SYMPOSIUM Investment Strategy: Strategic Themes and Tactical Positioning Northern Trust Investment Strategy northerntrust.com Northern Trust 21 1 CMA: A REVIEW OF THE PROCESS

More information

2016 Review. U.S. Value Equity EQ (Gross) +16.0% -5.0% +14.2% +60.7% +19.7% -0.2% +25.2% +80.0% %

2016 Review. U.S. Value Equity EQ (Gross) +16.0% -5.0% +14.2% +60.7% +19.7% -0.2% +25.2% +80.0% % 2016 Review In 2016, the U.S. Value Equity-EQ and U.S. Value Equity-CS composites produced gross returns of +16.0% (+15.1% net) and +16.3% (+14.9% net), respectively. Comparatively, the S&P 500 and Russell

More information

Return on Invested Capital

Return on Invested Capital Return on Invested Capital Implications of a Sustained Competitive Advantage 1 ST QUARTER 2015 SBH ALL CAP EQUITY RESEARCH PUBLICATION The United States economy is constantly in a state of change. Approximately

More information

Modest Style Bets, Modest Price

Modest Style Bets, Modest Price Reprinted by permission of Morningstar, Oct. 21, 2016 Modest Style Bets, Modest Price ETF SPECIALIST 10-21-16 by Alex Bryan, CFA Goldman Sachs ActiveBeta U.S. Large Cap Equity ETF (GSLC) offers exposure

More information

Fund Managers Get Bullish

Fund Managers Get Bullish Fund Managers Get Bullish November 15, 2017 by Urban Carmel of The Fat Pitch Summary: Global equities have risen 18% so far in 2017 and yet, until this month, fund managers have held significant amounts

More information

Exploiting Factor Autocorrelation to Improve Risk Adjusted Returns

Exploiting Factor Autocorrelation to Improve Risk Adjusted Returns Exploiting Factor Autocorrelation to Improve Risk Adjusted Returns Kevin Oversby 22 February 2014 ABSTRACT The Fama-French three factor model is ubiquitous in modern finance. Returns are modeled as a linear

More information

Whiplash: On Value, Growth, and Ignoring the Fundamentals

Whiplash: On Value, Growth, and Ignoring the Fundamentals Whiplash: On Value, Growth, and Ignoring the Fundamentals June 19, 2017 by Neil Constable, Rick Friedman of GMO After a decade of lagging relative returns, value equities delivered impressive performance

More information

The Equity Imperative

The Equity Imperative The Equity Imperative Factor-based Investment Strategies 2015 Northern Trust Corporation Can You Define, or Better Yet, Decipher? 1 Spectrum of Equity Investing Techniques Alpha Beta Traditional Active

More information

COMM 324 INVESTMENTS AND PORTFOLIO MANAGEMENT ASSIGNMENT 2 Due: October 20

COMM 324 INVESTMENTS AND PORTFOLIO MANAGEMENT ASSIGNMENT 2 Due: October 20 COMM 34 INVESTMENTS ND PORTFOLIO MNGEMENT SSIGNMENT Due: October 0 1. In 1998 the rate of return on short term government securities (perceived to be risk-free) was about 4.5%. Suppose the expected rate

More information

The Real Benefits of Active Management

The Real Benefits of Active Management The Real Benefits of Active Management Key points: There has been a seismic shift from active to passive management as investors seek to lower costs and increase returns Active managers in aggregate cannot

More information

Special Report. The Carbon Risk Factor (EMI - Efficient Minus Intensive )

Special Report. The Carbon Risk Factor (EMI - Efficient Minus Intensive ) Special Report The Carbon Risk Factor (EMI - Efficient Minus Intensive ) JUNE 2015 Carbon Risk Factor (EMI) 1. Summary In the May s Special Report 01: The Emerging Importance of Carbon Emission-Intensities

More information

Dissecting Anomalies. Eugene F. Fama and Kenneth R. French. Abstract

Dissecting Anomalies. Eugene F. Fama and Kenneth R. French. Abstract First draft: February 2006 This draft: June 2006 Please do not quote or circulate Dissecting Anomalies Eugene F. Fama and Kenneth R. French Abstract Previous work finds that net stock issues, accruals,

More information