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March 2003
Long in the Tooth
"Either this man is dead or my watch has stopped. "
-- Groucho Marx
A Day at the Races

 

HE RUSSELL EQUITY INDEXES ARE reformulated once a year. By the end of the twelve months, the Russell 2000 has about 1750 remaining constituents while the Russell 1000 Large Cap Index has a number of stocks that will soon be in the Small Cap Index. With such a volatile market, is a full year too long to go without review?

And if a year's too long for an index, what about a trading portfolio? Our quantitative Portfolio 4 is only reformulated annually, and then turnover is high. So far, annual turnover has averaged 70%. Is one year too long a holding period?

Perhaps the mix grows stale by the end of the twelve months and maybe it could benefit from more frequent review. After all, in a volatile market, the fundamental factors that recommend a stock for inclusion could change dramatically. If that change occurs in the first few months, P4 is left holding it for the remainder of the period.

Partial Periods

As you probably already know, P4 is a quantitatively derived portfolio based on a regression of seven fundamental characteristics of S&P 500 stocks vs. average one-year return (for details, see The Starting Point). Unlike P3 which does the same thing but comes up with one formula that applies to all 500 stocks, P4 derives a separate formula for each of the ten S&P sectors. If you think about it, that makes sense given that the factors that lead to a solid tech stock are considerably different that those of a quality materials stock.

When we created P4, we wanted to make sure it was tested over a meaningful period of time and that it wasn't subject to Archive  Indexthe market's swings of momentum. To assure this, we chose to only be reformulate it once a year at the end of June.

Which brings us back to the question of the holding period. If one year is too long but the model is viable, you'd expect performance to fade as time goes by. In other words, the model would do better in the first part of the period and worse in the latter.

To check this, we broke P4's 30-month history through December 2002 into five different six month periods. From each 12-month period, we lumped the first six months together and the last six months together. In other words, since P4 is reviewed every June, there were three six-month periods from July 1 through December 31, and two six-month periods from January 1 through June 30. Not a lot of data points, but enough to see a pattern.

For each of these series we looked at two things: Performance vs. the benchmark S&P 500 and correlation with the index. If the portfolio is getting long in the tooth by the end of the holding period you'd expect to see performance and correlation both fall off in the January to June period.

Halves and Quarters

Interestingly, that's exactly what we found. P4 tracked amazingly closely with the index in the July-December period, actually beating it by 0.07%. Correlation was remarkably high at .9828. (Perfect correlation between two series is +1.0 and perfect negative correlation -- movement to the exact opposite degree -- is -1.0.)

The story is quite different in the January-June period. Here correlation falls to .7908 and P4 trails the index by 1.6%. Indeed, all of P4's performance deficit with the S&P 500 is attributable to its second-half underperformance.

Still, with only five data points, it's hard to draw a valid conclusion. To test further, we divided P4's year into quarters. Why? Well if the mix was growing stale as time passed, you'd expect to see a decline in performance and correlation over each quarter. While it may be too simplistic to assume a linear progression (in plain English: The same fall-off in each quarter), it's not unreasonable to expect to see evidence of the pattern.

And, in the words of Gomer Pyle, "Surprise, surprise, surprise", that's exactly what we found. In both the July-December and the January-June period, the first three months had a higher correlation with the index than the last. In fact, correlations fell in each quarter although not in a linear fashion.

So maybe a year is too long a holding period. Maybe P4 really does start to get stale after a few months. Would shorter be better?

Tried But Not True

We've addressed this question in regard to Portfolio 3 which is reformulated every other month. Here the holding period seems to be too short. In fact, evidence suggests many of the changes are Just Momentum. In a volatile market, holdings come and go as momentum swings between growth and value and large caps to small caps, and then back again.
Our Quant Portfolios
Portfolio 3
  • Top 30 Stocks Based on Stepwise Regression Across All Stocks of the S&P 500
  • No Attempt is Made to Sector-Weight this Portfolio
  • Rebalanced Every 60 Days
  • Stocks Remain in the Portfolio Until Falling Below the Top 40
  • The Highest Rated Stocks Not Already in the Portfolio are Added When Existing Constituents are Removed

Portfolio 4
  • Top Stocks of Each Sector Based on Stepwise Regression of Each Individual Sector of the S&P 500
  • Number of Stocks Selected in Each Sector Determined by Current Sector-Weightings of the S&P 500
  • Rebalanced Every June
  • Stocks Remain in the Portfolio for 12 Months Unless Deleted for Special Circumstance e.g. Acquisition
  • Stocks Removed for Mergers and Acquisitions are Replaced by the Next Highest Rated Stocks in Their Specific Sector

Portfolio 5
  • Based on 9 different Growth/Value/Blend and Large/Mid/Small Cap styles as defined by Morningstar's "Stylebox"
  • Index SPDRs and I-Shares used to represent each component of the Stylebox
  • Stylebox sectors and weightings optimized using CAPM regression
  • Reallocated mid-first month of each calendar quarter

In fact, P3 seems to have a number of stocks that come, go, and then come back again (see Return Engagement). This strongly suggests that either two months is too short a holding period or stocks already in the portfolio must be given greater latitude before being removed.

So if twelve months is too long and two months is too short, what's just right? This is one of those questions where there's no definitive answer, yet we do have the grounds for an educated guess.

Clearly P3's two-month holding period is problematic -- that's one of the issues we'll address when we make some major changes in July. On the other hand, P4's quarterly and semi-annual breakdown suggest it would benefit from more frequent rebalancing.

At this point it's our sense that P3 should probably go to quarterly review with liberalized limits for retaining existing holdings. That way, a stock could have a bad month or two without being booted only to return to the portfolio a month later when it recovers.

P4 probably needs semi-annual revision. The correlation with the index and relative performance are high enough over the first six months of each year to suggest this is a more appropriate holding period.

Turnover may still approximate 70% on an annual basis, but with half of it coming in each half of the year. There's nothing inherently wrong with turnover, especially if it helps maintain or add to overall performance.

June 30 will mark the three-year anniversary of quantitative portfolios 3 and 4. It also marks the end of the original test period in which no major changes were to be made to the models.

In July 2003, we plan to tweak the models, but not the underlying regression equations. After three years, we've had the opportunity to gather some evidence of how the models work and where they fail. (For other studies, see Work in Progress, in the Archives.) Holding period is one of these factors, and one certainly in need of attention.


 

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