Saturday, December 15, 2018

Fact, Fiction and Momentum Investing. Asness, C., Frazzini, A., Israel, R., & Moskowitz, T. (2014).


The authors note empirical studies have found that momentum strategies have been found to exist across 2 centuries, several asset classes, and geographies.  However, there have also been several rebuttals claiming that momentum strategies may not work effectively for various reasons.  The authors in this paper intend to defend 10 myths about momentum strategies.

The first myth says that momentum strategies offer returns that are too small and sporadic.  The authors reference several prior studies that show the robustness of momentum strategies across several countries, regimes, and asset classes.  They then use Ken French’s Up-minus-Down (Winners minus losers) strategy over the 1927 – 2013 period, 1965 – 2013 period, and the 1991 – 2013 period.  Across all periods, they find that this momentum strategy earned about 8%, significantly outperforming other common factors such as RMRF (market premium), SMB (size premium), and HML (value premium) strategies on both nominal returns and Sharpe ratios.  The authors also examine the percentage of annual periods and five year periods that the momentum strategy was profitable.  They find that about 80% of the periods were profitable, while the other factors’ positive return percentages were less.  Finally, the authors built a value/momentum portfolio, which outperformed the other factors even further on both a Sharpe ratio and percent positive metrics.  Therefore, the authors find this to be good evidence to refute the claim that momentum strategies are small and sporadic.

The second myth says that momentum can only be exploited on the short side (and is not very useful to long-only investors).  The authors use the same time periods as in Myth 1 and split the alphas of the returns of the UMB strategy into the long and short pieces.  In doing so, they find that about half of the return relates to the profit from going long the past winners, and half of the return is due to going short the past losers.  The authors also reference a paper that finds the same results over 86 years of US equity data, 40 years of international equity data, and 40 years of data from other asset classes.  Therefore, the authors find this to be good evidence to refute the claim that momentum strategies are only profitable on the short side.


The third myth says that momentum is only present in small-cap stocks and not in large-cap stocks.  However, several researchers have found that small-cap and large-cap stocks contribute rather equally to momentum returns.  The authors use Ken French's data to analyze the momentum returns (UMB) of large-cap versus small-cap stocks; in doing so, they find that small companies tend to have a larger momentum return than large-cap companies, but the difference is fairly small.  Doing the same strategy using value/growth (HML), they find that small-cap companies have significantly higher returns than large-cap returns; and in fact, large-cap value premiums are significantly zero.  So, it seems the momentum strategies do not prefer small over large-cap stocks as much as value strategies do.  And actually, they note that if Fama/French had not normalized for company size, there would likely have been no value premium found at all.  The authors also make note that Fama and French found in 2012 that over a 1989-2011 period in international equities, small cap momentum stocks had slightly higher returns than large cap momentum stocks, but the large-cap momentum returns were significant.  This was also found in the 1927 - 2013 period used in the current paper.

The fourth myth says that momentum returns do not exceed trading costs.  The thought is that momentum strategies have higher turnover and therefore higher trading costs.  The authors use real-world trading costs from AQR Capital's trades over the 1998-2013 period in 19 developed equity markets across different factor strategies.  They find that per-dollar trading costs for momentum strategies are actually quite low compared to other strategies (e.g., value, size, etc.).  They also note that trading strategies should be used to reduce trading costs (e.g., limit orders rather than market orders).  They find that prior studies using estimated trading costs often inflate them due to averages that include trades of retail investors (rather than just institutional investors).  Using the AQR data, they find that since momentum strategy returns significantly exceed the returns of small-cap strategies and since trading costs of momentum strategies are lower than trading costs of small-cap strategies, the net returns to momentum strategies significantly exceed those of small-cap strategies.

The fifth myth says momentum strategies do not work for taxable investors; this of course relates to the higher turnover of momentum strategies.  Prior research has found, however, that the tax burden of momentum strategies are about the same as value strategies, despite their having 5-6 times the turnover.  This is due to momentum strategies instructing the investor to hold winners longer (which typically results in long-term capital gains status) and to sell losers (which results in deductions).  Also, value strategies typically have high dividend exposure, which is taxed at ordinary rates; however, momentum strategies do not have as high of dividend exposure.  As such, since momentum strategies' returns are significantly higher than value strategies' and they typically both have about the same tax burden, then momentum strategies outperform on an after-tax basis.  Another item to note is that tax optimization is a lot easier to implement when concentrating on capital gains (because you can control when to sell securities) rather than dividends (because you can't control when you receive dividends). 


The sixth myth says momentum strategies are best used for a screen rather than as an actual factor.  However, it seems counter intuitive to say that momentum strategies are good or useful but to denounce it at the same time.  This may be due to naysayers anchoring to the concept of market efficiency.  The authors suggest that if all the previously discussed myths were true, it might be useful as a screen; but since they were debunked, we might say that momentum has more of a right to be an actual factor than value or size do.

The seventh myth says that investors should be worried about momentum returns disappearing.  The authors argue that this should be the case for any factor, not just momentum.  They argue, however, that momentum has had a more stable record than other factors over time (as was found in the first few myths in this paper).  They note that naysayers may believe this myth due to the relatively newness of momentum studies in academia, and the use of behavioral reasons rather than risk-based causes of momentum.  The authors remind us, however, that momentum has been found to exist going back 200 years and across dozens of equity markets; also, they note that any factor could be due to behavioral or risk-based factors (e.g., the promotion of value stocks could increase demand/price and reduce their premium to zero).  The authors reference a 2013 paper that finds the out-of-sample period did not result in reductions to momentum returns (which might be evidence of continuity of the strategy).  And importantly, the authors used Ken French's data to form portfolios of stocks with both momentum and value characteristics; they find that even if the returns of the momentum factor are zero, including them in the portfolio increases the sharpe ratio of the portfolio due to the diversification benefits.



The eight myth says that momentum is too volatile to rely on.  However, we remember that the sharpe ratios of momentum strategies found in the previous myths are significantly higher than those of other factor strategies; and since volatility is taken into account when calculating the sharpe ratio, we know this myth to be untrue.  The authors note the myth may come about due to the recent 2009 crash in momentum returns when the market significantly increased after the recession; in that instance, the momentum strategy would have held low-beta winners and high-beta losers, meaning the market would have moved up faster than the winners in the momentum strategy did.  The authors note, however, that 1999 was bad for value investors and 2008 was bad for passive investors; so, they argue that an entire strategy should not be denounced just because of a few bad periods.  They also note 1932 was bad for momentum and 1930 was bad for value.  But, it was found that using momentum and value together during these bad times would have significantly reduced the volatility; using Ken French's data, the authors find that the worst drawdown for value-only was 43%, the worst drawdown for momentum-only was 77%, but when using value and momentum together, the worst drawdown was 30%.  Also, being long-only would have also fared ok, because most of the loss in the momentum strategy is due to being short the high-beta stocks that suddenly increase in value.   

The ninth myth says different measures of momentum can give different results over different periods.  This is actually true, but may be a good characteristic, rather than bad.  The argument of the naysayers is that data mining could be used to find the best strategy; but the authors note that out-of-sample evidence is robustly in favor of momentum strategies.  Also, other factor strategies use different measurements as well (e.g., P/B, P/E, D/P, for value strategies).  In the same vein, such metrics as past returns, past earnings, and analyst revisions are used in ranking momentum stocks; it was found in other studies, however, that each of these measures are effective independently and together.  As such, this should be taken as a sign of robustness, rather than a critique, of momentum strategies.

The tenth myth is that there is no theory behind momentum.  The authors note this is not fair, because other factors (e.g., value and size) do not have definite supporting theories either, and are in fact still heavily debated.  The two behavioral reasons for momentum are that investors typically under-react to new information or delay-overreact to new information; both of these have been found to occur.  The other possibility is that momentum occurs due to compensation for risk; for example, growth companies have a risk that they will not have enough cash to support their growth.  The authors argue that no matter the reason that momentum occurs, there certainly does seem to be a persistence of momentum over time and should continue to exist going forward.  In addition, the naysayers might be anchoring to the efficient market hypothesis and claim that the momentum premium should be arbitraged away; however, we've seen this to not be the case in the prior myths.

In conclusion, in this paper, the authors debunked 10 myths about momentum strategies; they welcome further debate around this paper or the effectiveness of momentum strategies.


Asness, Cliff S. and Frazzini, Andrea and Israel, Ronen and Moskowitz, Tobias J., Fact, Fiction and Momentum Investing (May 9, 2014). Journal of Portfolio Management, Fall 2014 (40th Anniversary Issue); Fama-Miller Working Paper. Available at SSRN: https://ssrn.com/abstract=2435323 or http://dx.doi.org/10.2139/ssrn.2435323


About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest

Saturday, December 8, 2018

Portfolio 12/08/2018


Our current portfolio is composed of 38 stocks, the top 5 of which are Total SA (TOT), GlaxoSmithKline (GSK), Microsoft Corporation (MSFT), Exxon Mobil (XOM), and Air Products and Chemicals Inc (APD).  The portfolio is composed 98% of large-cap equities, 29% of which are classified as Value, 52% Core, and 17% Growth.  Energy, Healthcare, and Technology sectors make up 51.6% of the portfolio.  Its P/E ratio and P/B ratios are 81% and 86% of the S&P 500’s, respectively, and its dividend yields 179% of the S&P 500.


About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Wednesday, November 28, 2018

International Momentum Strategies (Part 2)

An academic paper read by Sawyer Investment Management Company regarding the performance of momentum strategies in international equity markets. (Part 2)




Abstract:
International equity markets exhibit medium-term return continuation. Between 1980 and 1995 an internationally diversified portfolio of past medium-term Winners outperforms a portfolio of medium-term Losers after correcting for risk by more than 1 percent per month. Return continuation is present in all twelve sample countries and lasts on average for about one year. Return continuation is negatively related to firm size, but is not limited to small firms. The international momentum returns are correlated with those of the United States which suggests that exposure to a common factor may drive the profitability of momentum strategies.

Citation:
ROUWENHORST, K. G. (1998). International Momentum Strategies. Journal of Finance, 53(1), 267–284.

Link to Paper:
http://landryinvest.ca/documents/articles/rouwenhorst_momentum_strategies.pdf

About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Tuesday, November 27, 2018

International Momentum Strategies (Part 1)

An academic paper read by Sawyer Investment Management Company regarding the performance of momentum strategies in international equity markets. 


Abstract:
International equity markets exhibit medium-term return continuation. Between 1980 and 1995 an internationally diversified portfolio of past medium-term Winners outperforms a portfolio of medium-term Losers after correcting for risk by more than 1 percent per month. Return continuation is present in all twelve sample countries and lasts on average for about one year. Return continuation is negatively related to firm size, but is not limited to small firms. The international momentum returns are correlated with those of the United States which suggests that exposure to a common factor may drive the profitability of momentum strategies.

Citation:
ROUWENHORST, K. G. (1998). International Momentum Strategies. Journal of Finance, 53(1), 267–284.

Link to Paper:
http://landryinvest.ca/documents/articles/rouwenhorst_momentum_strategies.pdf

About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Monday, November 26, 2018

Kalok Chan, Hameed, A., & Tong, W. (2000). Profitability of Momentum Strategies in the International Equity Markets.

An academic paper read by Sawyer Investment Management Company regarding the results of using momentum strategies with market indices outside of the US.



Abstract:
This paper examines the profitability of momentum strategies implemented on international stock market indices. Our results indicate statistically significant evidence of momentum profits. The momentum profits arise mainly from time-series predictability in stock market indices--very little profit comes from predictability in the currency markets. We also find higher profits for momentum portfolios implemented on markets with higher volume in the previous period, indicating that return continuation is stronger following an increase in trading volume. This result confirms the informational role of volume and its applicability in technical analysis.

Citation:
Kalok Chan, Hameed, A., & Tong, W. (2000). Profitability of Momentum Strategies in the International Equity Markets. Journal of Financial & Quantitative Analysis, 35(2), 153–172.

Link to Paper:
https://www.jstor.org/stable/2676188?read-now=1&seq=19#metadata_info_tab_contents

About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Friday, November 23, 2018

Momentum Strategies (Part 2)

An academic paper read by Sawyer Investment Management Company regarding the effects of price momentum and earnings momentum on stock returns (Part 2)

Abstract:
We examine whether the predictability of future returns from past returns is due to the market's underreaction to information, in particular to past earnings news. Past return and past earnings surprise each predict large drifts in future returns after controlling for the other. Market risk, size, and book-to-market effects do not explain the drifts. There is little evidence of subsequent reversals in the returns of stocks with high price and earnings momentum. Security analysts' earnings forecasts also respond sluggishly to past news, especially in the case of stocks with the worst past performance. The results suggest a market that responds only gradually to new information.

Citation:
Chan, L. K. C., Jegadeesh, N., & Lakonishok, J. (1996). Momentum Strategies. Journal of Finance, 51(5), 1681–1713.

Link to Paper:
https://kantakji.com/media/174618/file1391.pdf

About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Thursday, November 22, 2018

Momentum Strategies

An academic paper read by Sawyer Investment Management Company regarding the effects of price momentum and earnings momentum on stock returns.  (Part 1)




 Abstract:
We examine whether the predictability of future returns from past returns is due to the market's underreaction to information, in particular to past earnings news. Past return and past earnings surprise each predict large drifts in future returns after controlling for the other. Market risk, size, and book-to-market effects do not explain the drifts. There is little evidence of subsequent reversals in the returns of stocks with high price and earnings momentum. Security analysts' earnings forecasts also respond sluggishly to past news, especially in the case of stocks with the worst past performance. The results suggest a market that responds only gradually to new information.

Citation:
Chan, L. K. C., Jegadeesh, N., & Lakonishok, J. (1996). Momentum Strategies. Journal of Finance, 51(5), 1681–1713.

Link to Paper:
https://kantakji.com/media/174618/file1391.pdf

About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Wednesday, November 21, 2018

Profitability of Momentum Strategies: An Evaluation of Alternative Explanations (Part 2)

An academic paper read by Sawyer Investment Management Company regarding the source of momentum returns. (Part 2)

Abstract:
This paper evaluates various explanations for the profitability of momentum strategies documented in Jegadeesh and Titman (1993). The evidence indicates that momentum profits have continued in the 1990s, suggesting that the original results were not a product of data snooping bias. The paper also examines the predictions of recent behavioral models that propose that momentum profits are due to delayed overreactions that are eventually reversed. Our evidence provides support for the behavioral models, but this support should be tempered with caution.

Citation:
Jegadeesh, N., & Titman, S. (2001). Profitability of Momentum Strategies: An Evaluation of Alternative Explanations. Journal of Finance, 56(2), 699–720.

Link to Paper:
http://www.trendrating.com/wp-content/uploads/white-papers/profitability_of_momentum_strategies.pdf

About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Tuesday, November 20, 2018

Profitability of Momentum Strategies: An Evaluation of Alternative Explanations

An academic paper read by Sawyer Investment Management Company regarding the source of momentum returns.



Abstract:
This paper evaluates various explanations for the profitability of momentum strategies documented in Jegadeesh and Titman (1993). The evidence indicates that momentum profits have continued in the 1990s, suggesting that the original results were not a product of data snooping bias. The paper also examines the predictions of recent behavioral models that propose that momentum profits are due to delayed overreactions that are eventually reversed. Our evidence provides support for the behavioral models, but this support should be tempered with caution.

Citation:
Jegadeesh, N., & Titman, S. (2001). Profitability of Momentum Strategies: An Evaluation of Alternative Explanations. Journal of Finance, 56(2), 699–720.

Link to Paper: http://www.trendrating.com/wp-content...

About Sawyer Investment Management Company:
SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant. SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestment.com 
https://www.facebook.com/Sawyer-Inves...
https://twitter.com/SawyerInvest

Monday, November 19, 2018

Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency (Part 2)

An academic paper summarized by Sawyer Investment Management Company regarding the abnormal returns attributable to owning momentum stocks.



Abstract: This paper documents that strategies which buy stocks that have performed well in the past and sell stocks that have performed poorly in the past generate significant positive returns over 3- to 12-month holding periods. We find that the profitability of these strategies are not due to their systematic risk or to delayed stock price reactions to common factors. However, part of the abnormal returns generated in the first year after portfolio formation dissipates in the following two years. A similar pattern of returns around the earnings announcements of past winners and losers is also documented.

Citation: Jegadeesh, N., & Titman, S. (1993). Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency. Journal of Finance, 48(1), 65–91.

Link to Paper: http://www.business.unr.edu/faculty/liuc/files/BADM742/Jegadeesh_Titman_1993.pdf

About Sawyer Investment Management Company: SIMCO is a Texas-registered Investment Adviser with its principal place of business in Dallas, Texas. It was formed on January 1, 2015 and is wholly owned by Ryan Sawyer, who is a CFA Charterholder and a Certified Public Accountant.

SIMCO specializes in the construction of equity portfolios, and is therefore an ideal resource for long-term investors. The firm goes through a rigorous process for selecting each and every holding in the portfolio. Rooted in the empirical research of academia, the portfolios are generally characterized as large-cap value momentum. For more information about how the portfolios are managed, see our website.

www.sawyerinvestement.com 
https://www.facebook.com/Sawyer-Investment-Management-Company-1588110057913467/
https://twitter.com/SawyerInvest
https://sawyerinvestment.blogspot.com/

Sunday, November 18, 2018

Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency (Part 1)

Buying past winners and selling past losers tends to earn abnormal profits over holding periods less than a year.

 
Jegadeesh, N., & Titman, S. (1993). Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency. Journal of Finance, 48(1), 65–91.








Saturday, November 17, 2018

Enhancement of equity portfolio performance using data envelopment analysis

The authors employ Data Envelopment Analysis to form three quantiles of portfolios composed of value and momentum stocks.  They find that stocks in the top quartile (i.e., those composed of the highest value and momentum rankings) significantly outperform the market and the portfolios in the bottom quantile.



Citation:
Pätäri, E., Leivo, T., & Honkapuro, S. (2012). Enhancement of equity portfolio performance using data envelopment analysis. European Journal of Operational Research, 220(3), 786–797.

Sunday, November 11, 2018

On Persistence in Mutual Fund Performance

The author starts by summarizing the prior research of momentum, especially the 1-year momentum strategy of Jegadeesh and Titman; however, the author notes that his study finds those excess momentum returns are consumed by mutual fund fees and loads, and may even be just a consequence of portfolios having larger weights in momentum stocks as they rise.

The author used a database of 1,862 diversified equity mutual funds (excluding sector, international, and balanced funds) over the period 1962 - 1993; importantly, the database includes defunct funds so as to mitigate survivor bias. 

The author introduces his 4-factor model, which includes the volatility, size, and value characteristics of Fama/French's 3-factor model, and adds 1 factor for the momentum anomaly.  He then runs a regression on these factors, showing that the addition of momentum as a factor significantly improves the fit of the equations.  In additional tests, he shows that pricing errors based on the equation are significantly reduced when using the 4-factor model instead of the 3-factor model or the CAPM model.

The author then forms portfolios of mutual funds and ranks their performance into deciles and calculates the betas.  In all deciles, the 4 factors explain more than 89% of the variation in returns; size and momentum seem to be the deciding factor; and the factor proxy and value factors seem to have the same effect across all deciles (the factor proxy explaining the majority of the variation in returns, and the value factor explaining none).

The author then dives deeper into the mutual fund performance, noting that in most cases one year's losers become the next year's winners and vise versa.  Also, new funds may have returns significantly different than the mean, but they eventually fall in line with the averages, in a normal distribution. 

The author then ranked mutual funds by momentum, and found that momentum funds actually underperform contrarian funds and typically have higher turnover and fees which adds to the underperformance.  He contributes high performance of momentum portfolios to holding the prior year's winning stocks by chance.

The author then uses his 4-factor regression to rank estimated returns into deciles; as would be expected, top decile portfolios earned the highest excess returns and decreased with each decile.  The most significant contributions to return were the size and market proxy factor; value and momentum were negligible.  Also, the top decile portfolio returns seem to persist over the next 5 years.

The author ends with 3 suggestions for mutual fund investors: 1.  avoid funds with persistently poor performance, 2. past year winners typically have higher than average returns the next year, but not thereafter, and 3. expenses such as management fees, load fees, and turnover all have a significant negative effect on performance.


Carhart, M.M. (1997). On Persistence in Mutual Fund Performance. The Journal of Finance, 52(1), 57–82.

Saturday, November 10, 2018

Portfolio - November 10, 2018


Company Name Ticker Weight
Intel Corporation INTC 12.38%
Total SA TOT 12.04%
Dominion Energy D 8.60%
Microsoft Corporation MSFT 6.57%
Mondelez International Inc MDLZ 6.13%
Exxon Mobil Corp XOM 5.97%
FedEx Corp FDX 5.59%
Chevron Corporation CVX 4.87%
Cognizant Technology Solutions Corp CTSH 3.63%
Walt Disney Co DIS 3.59%
Comcast Corporation CMCSA 3.37%
Laboratory Corp LH 2.87%
Sempra Energy SRE 2.86%
Discover Financial Services DFS 2.79%
Procter and Gamble Co PG 2.63%
Phillips 66 PSX 2.46%
Pfizer Inc PFE 2.05%
PepsiCo Inc PEP 2.04%
Lockheed Martin Corp LMT 1.79%
Motorola Solutions Inc MSI 1.73%
Parker Hannifin Corp PH 1.62%
JP Morgan Chase and Co JPM 1.59%
Check Point Software Technologies Inc CHKP 1.05%
American Express Company AXP 0.91%
Amgen Inc AMGN 0.88%


100.00%

Tuesday, November 6, 2018

Money and Stock Prices in West Germany and the United Kingdom: Is the Stock Market Efficient

The authors study the quarterly period 1960 - 1982 in Germany and the UK, finding the betas for lagged money supply to be significantly nonzero in both markets when regressing stock prices; this concludes that the stock market is not efficient with respect to money supply changes in Germany and the UK over that period.  The authors then split the money supply into anticipated and unanticipated portions as other studies have done, and they find the same results for both variables: stock prices do not fully reflect anticipated or unanticipated money supply.  As such, it appears that past information related to the money supply was not processed efficiently in stock prices.

Darrat, A. F. (1987). Money and Stock Prices in West Germany and the United Kingdom: Is the Stock Market Efficient? Quarterly Journal of Business & Economics, 26(1), 20.

Monday, November 5, 2018

The Monetary Approach to Stock Returns and Inflation

Earlier studies assumed that nominal stock returns and inflation were linked through the Fisher equation (i.e., nominal stock returns = real expected market returns + inflation expectations).  It was later found, however, that nominal stock returns might actually have an inverse relationship to inflation expectations.

The authors use a series of econometric equations relating money returns, stock returns, and gold returns in order to determine how each of the assets affects the other under different conditions.  Under a "money-neutral" condition (i.e., where the stock prices are not affected by the money supply), nominal stock returns will reflect expected changes in inflation.  In "non-neutrality" (i.e., when the real demand for stocks is more sensitive to the real return on stocks than inflation), an increase in expected inflation will increase the return of stocks.  Under a gold standard the relationship between inflation and stock returns may be positive or negative depending on the source of the innovations.

Canto, V. A., Findlay, M. C., & Reinganum, M. R. (1983). The Monetary Approach to Stock Returns and Inflation. Southern Economic Journal, 50(2), 396.

Saturday, November 3, 2018

Portfolio - November 3, 2018


Company Name Ticker Weight
Intel Corporation INTC 11.78%
Total SA TOT 10.67%
Mondelez International Inc MDLZ 7.41%
Microsoft Corporation MSFT 6.97%
Chevron Corporation CVX 5.75%
FedEx Corp FDX 5.37%
Exxon Mobil Corp XOM 4.57%
PepsiCo Inc PEP 4.53%
Walt Disney Co DIS 3.99%
Procter and Gamble Co PG 3.73%
Comcast Corporation CMCSA 3.58%
Cognizant Technology Solutions Corp CTSH 3.52%
Pfizer Inc PFE 3.33%
Discover Financial Services DFS 3.14%
Lockheed Martin Corp LMT 3.08%
Avalonbay Communities Inc AVB 2.83%
Parker Hannifin Corp PH 2.56%
Phillips 66 PSX 2.35%
Sempra Energy SRE 2.11%
JP Morgan Chase and Co JPM 2.07%
Amgen Inc AMGN 1.81%
Motorola Solutions Inc MSI 1.72%
Simon Property Group Inc SPG 1.13%
Air Products and Chemicals Inc APD 0.83%
Verizon Communications Inc VZ 0.75%
Baxter International Inc BAX 0.41%


100.00%