New Rules for Model Shadow Stock Portfolio, Including Momentum

The portfolio rules governing market capitalization and industry classification were modified, and a new momentum requirement was added. Plus, three new stocks were added to the portfolio.
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Both small-cap and value stocks had a strong three-month period through the end of August.

The Model Shadow Stock Portfolio is up 11.8% year to date as of August 31; this compares to 7.7% for the S&P 500 as measured by the Vanguard 500 Index fund (VFINX). In both cases, the year-to-date returns portend a slightly above-average return for 2016. However, there has been a lot of volatility this year, probably justified by economic and political uncertainty.

Results for other periods are shown in Figure 1 and Table 3.

Rule Changes

After reviewing all the research for my book, “Investing at Level3," I have made some changes to the rules for the Model Shadow Stock Portfolio. The changes are relatively minor; only one new variable has been added—momentum. The specific changes are as follows:

  • The initial maximum market capitalization was raised from $300 million to $400 million, and the sell level will now be $1.2 billion (three times the initial maximum).
  • Stocks in the rental & leasing industry will be removed from consideration. The rental & leasing industry is really a part of the financial sector, which has always been eliminated. This led to selling Willis Lease Finance Corp. (WLFC).
  • While stocks in the utility sector rarely pass the purchase rules, utility stocks will be removed from consideration because regulators make many of the decisions.
  • The major change is the requirement that stocks be in the upper half of relative price strength for the most recent 26-week period. This means that for a stock to be considered for purchase its price has to have increased more (decreased less) relative to the market than the majority of stocks in the database. This applies to propsective purchases only; currently, the portfolio does not use a momentum-based rule for selling.

Final decisions for the actual portfolio, which can only buy when it sells, continue to be made on the basis of liquidity and any special circumstances (e.g., Chinese stocks are eliminated).

While there are other value variables that seem to increase the chance of higher returns, I feel that most of the impact is picked up by the current purchase criteria. Momentum is the exception: It is not really a value criterion, but the evidence of its favorable impact is very strong. Using the 26-week period and requiring an above-average ranking will continue to be evaluated to arrive at the best way to use momentum.

All of these rule changes are reflected in the *IISSP (Shadow Stock) screen in Stock Investor Pro, AAII’s fundamental stock screening and research database.

Table 1. The Model Shadow Stock Portfolio

Company (Ticker)  Current Price ($)   52-Week   Market Cap ($ Mil)   P/E Ratio (X)   P/B Ratio (X)   Div Yield (%)  Notes
 High $   Low $ 
Alamo Group, Inc. (ALG) 64.82 68.04  43.98 745.9 16.4 1.97 0.6  
AV Homes Inc. (AVHI)* 15.17 15.40  8.50 347.4 2.8 0.81 0.0 qualified as of 8/31/16
Beazer Homes USA (BZH)* 11.25 17.18  6.07 372.2  1.5  0.56 0.0 qualified as of 8/31/16
CSS Industries Inc. (CSS) 25.47 31.45 24.12 232.8  13.8  0.87 3.1  
Ducommun Inc. (DCO) 23.74 24.86 12.28 266.9  na   1.29 0.0 earnings probation (2015q3)
Ennis, Inc. (EBF) 16.58  21.55  15.60  434.2  12.8  1.47 4.2  
Flexsteel Industries (FLXS) 47.45  48.67  27.77  366.3  15.3  1.74 1.5  
Global Power Equip (GLPW)† na   na   na   na   nmf   nmf  nmf  
Hallador Energy Co. (HNRG)* 6.33  8.07  3.95  190.4  10.9  0.85 2.5 qualified as of 8/31/16
Hardinge Inc. (HDNG) 10.57  13.72  7.85  138.1  108.1  0.84 0.8  
Hooker Furniture Corp. (HOFT) 23.26  35.95  20.29  270.9  16.8 1.50 1.7  
Key Tronic Corp. (KTCC)   7.51  10.55  6.09  81.1  12.7  0.76 0.0  
Kimball Electronics (KE) 12.12 13.13 9.15 342.6 15.9 1.06 0.0  
L S Starrett Co. (SCX) 11.19 15.85 8.40 79.2 253.4 0.74 3.6  
Marlin Business Services (MRLN) 18.80 19.29 13.46 232.2 14.9 1.47 3.0  
PC Connection (CNXN) †† 26.07 27.75 19.19 699.4 14.5 1.66 0.0  
PCM Inc. (PCMI) 18.57 19.62 7.48 216.1  na  1.88 0.0  
RCM Technologies (RCMT) 5.61 6.00 4.24 70.2 12.3 2.04 0.0  
Renewable Energy Group (REGI) 8.97 10.43 6.02 339.2  nmf**  0.66 0.0  
REX American Resources (REX) 80.44 85.83 44.48 536.6 24.5 1.66 0.0  
Rocky Brands Inc. (RCKY) 10.57 19.80 9.67 81.7 65.4 0.58 4.2  
Salem Media Group (SALM) 6.29 8.17 3.60 166.0 14.8 0.76 4.1 qualified as of 8/31/16
Seneca Foods Corp. (SENEA) 29.50 40.88 25.85 303.2 5.8 0.72 0.0  
Shoe Carnival, Inc. (SCVL) 29.66 30.13 17.36 578.8 20.0 1.60 0.9  
SigmaTron International (SGMA) 6.53 7.91 5.35 26.3 13.2 0.45 0.0  
Townsquare Media Inc. (TSQ) 9.75 12.05 7.30 178.4 12.1 0.49 0.0  
TravelCenters of America LLC (TA) 6.80 13.28 6.41 264.2 139.2 0.46 0.0  
Ultra Clean Holdings (UCTT) 7.27 7.50 4.50 242.3  nmf**  1.18 0.0  
Vishay Precision Group (VPG) 15.27 15.48 10.27 202.4  nmf**  1.14 0.0  
VOXX International (VOXX) 3.07 8.10 2.47 75.6  nmf**  0.19 0.0  
nmf = no meaningful figure
*Added to portfolio on 9/1/2016.
**Trailing four-quarter GAAP earnings negative, but adjusted earnings positive.
†Global Power was delisted on 3/31/2016 after failing to meet the NYSE deadline for restating its 2013 and 2014 financial statements.
††Formerly PCCC ticker symbol. Started trading under new ticker on 9/9/2016.
Source: AAII’s Stock Investor Pro/Thomson Reuters. Data as of 8/31/2016.

Explanation of Notes

Approaching Size Limit: Stocks are sold if their market capitalization goes above three times the initial maximum criterion and there is a stock to replace it. The current market capitalization maximum for initial screening is $400 million. Stocks are marked “approaching size limit” if their current market cap exceeds 2½ times the initial criterion, or $1 billion.

Approaching Value Limit: Stocks are sold once their price-to-book-value ratio goes above three times the initial criterion and there is a stock to replace it. The current initial price-to-book ceiling is 1.00. Stocks are marked “approaching value limit” if their current price-to-book-value ratio exceeds 2½ times the initial criterion, or 2.50.

Earnings Probation: If the last 12 months’ earnings from continuing operations are negative, the stock is put on probation; if a subsequent quarter has negative earnings prior to 12-month earnings becoming positive, the stock is sold. The date in parentheses is the fiscal quarter during which the company first reported negative trailing 12-month earnings.

Qualified as of: Stock still qualified as a buy when the screen was run with current data. Stocks that don’t currently qualify as a buy are held until they meet one of the sell rules.

 

Portfolio Changes

Table 1 presents the current holdings in the Model Shadow Stock Portfolio. New changes to the portfolio are summarized in Table 2. Three stocks were removed from the portfolio:

  • CDI Corp. (CDI) was sold because it violated its earnings probation;
  • LMI Aerospace Inc. (LMIA) was sold because it violated its earnings probation; and
  • Willis Lease Finance Corp. (WLFC) was sold because rental & leasing stocks are now being eliminated from consideration.

Five stocks qualified under the volume restriction for the actual portfolio, but one was Chinese and one was thinly traded with a wide bid/ask spread. The three stocks added to the portfolio are:

  • AV Homes Inc. (AVHI),
  • Beazer Homes USA (BZH), and
  • Hallador Energy Co. (HNRG).

Table 2. Third-Quarter 2016 Transactions

Sell
Company (Ticker) Reason
CDI Corp. (CDI) negative earnings
LMI Aerospace, Inc. (LMIA) negative earnings
Willis Lease Finance Corp. (WLFC) rule change: eliminate stocks in rental & leasing industry from consideration
Buy
Company (Ticker) Maximum Price to Pay
AV Homes Inc. (AVHI) $18.93
Beazer Homes USA Inc. (BZH) $20.09
Hallador Energy Co. (HNRG) $7.48

Two of these are home builders and one is an energy company. Both of these are beaten-down industries that are trying to recover, but that is typical for value companies. They are beat down sometimes for their individual stock characteristics and sometimes because of their sector or industry membership.

Changes to the AAII Model Portfolios are announced via special email alerts and web notices. Be sure you are signed up to receive these free notices. Log into AAII.com, go to www.aaii.com/email, select the Model Portfolios Update email and click Submit at the bottom of the box of email choices.

Table 3. Model Shadow Stock Portfolio: Annual Performance


Average Annual Return (%) Cumulative Growth of $10,000 ($)

Model Shadow Stock Portfolio Vanguard 500 Index (VFINX) Vanguard Small Cap Index (NAESX) Model Shadow Stock Portfolio Vanguard 500 Index (VFINX) Vanguard Small Cap Index (NAESX)


Year
1993 32.3 9.9 18.7 13,230 10,989 11,870
1994 2.0 1.2 -0.5 13,492 11,118 11,810
1995 20.7 37.4 28.7 16,291 15,282 15,204
1996 22.3 22.9 18.1 19,927 18,775 17,959
1997 44.3 33.2 24.6 28,756 25,010 22,375
1998 -8.9 28.6 -2.6 26,188 32,168 21,790
1999 0.0 21.1 23.1 26,187 38,945 26,831
2000 -7.7 -9.1 -2.7 24,163 35,418 26,116
2001 21.4 -12.0 3.1 29,325 31,160 26,926
2002 10.8 -22.1 -20.0 32,506 24,259 21,535
2003 73.1 28.5 45.6 56,268 31,174 31,360
2004 43.7 10.8 19.9 80,843 34,530 37,587
2005 17.9 4.8 7.4 95,353 36,180 40,376
2006 29.4 15.6 15.6 123,363 41,832 46,687
2007 -1.8 5.4 1.2 121,166 44,083 47,227
2008 -50.8 -37.0 -36.0 59,582 27,764 30,217
2009 72.3 26.5 36.1 102,665 35,120 41,130
2010 45.4 14.9 27.7 149,238 40,358 52,529
2011 6.3 2.0 -2.8 158,701 41,155 51,067
2012 33.3 15.8 18.0 211,588 47,666 60,274
2013 61.0 32.2 37.6 340,599 63,009 82,966
2014 -5.8 13.5 7.4 320,844 71,516 89,105
2015 -15.2 1.3 -3.8 272,161 72,410 85,693
YTD 11.8 7.7 11.0 304,359 77,994 95,081
Since Incep 15.5 9.0 9.9 $304,359 $77,994 $95,081
Data as of 8/31/2016.


Looking Ahead

By the time my next column on the Model Shadow Stock Portfolio appears in the January AAII Journal, we will know who America’s president will be. We should also know who has control of the House and Senate. At that time, we and the market can make estimates of what tax changes and other financial impacts might occur. History is not very clear about the four-year impact on the market of various combinations of Democratic and Republican governmental control.

For news about the Model Shadow Stock Portfolio in the meantime, be sure to check the Model Portfolios area on AAII.com and sign up for the free Model Portfolios Update email, which includes alerts about any portfolio changes (www.aaii.com/email).

Model Shadow Stock Portfolio Rules

Purchase and Sales Rules

Stock purchases must meet these criteria:

  • No bulletin board or pink sheet stocks will be purchased.
  • Price-to-book-value ratio must be less than or equal to 1.00. (Figure will change gradually with changes in overall market values.)
  • Market capitalization must be between $30 million and $400 million. (Figure will change gradually with changes in overall market values.)
  • The firm’s last quarter and last 12 months’ earnings from continuing operations must be positive and, if there are earnings estimates, the estimates must be positive for the current quarter and year.
  • Relative price strength over the last 26 weeks must rank in the top 50% of the stock universe.
  • No financial stocks, including those in the rental & leasing industry, or limited partnerships will be purchased.
  • No utility stocks will be purchased.
  • No stocks on foreign exchanges or ADRs will be purchased due to different accounting and/or withholding tax on dividends. Foreign stocks traded primarily on U.S. exchanges are OK with one exception: The stock of any company whose primary business is in China will not be purchased.
  • The share price must be greater than $4.
  • In order to reduce trading by avoiding stocks that are forever marginal, any stock that was sold within two years will not be rebought.
  • Note second item under Stock Order Guidance concerning spreads when buying shares.
  • Price-to-sales ratio must be less than 1.2. (Figure may change gradually with changes in overall market values.)
  • Eliminate any company that failed to file a 10-Q (quarterly) report in the last six months.

Stocks are sold if any of the following occur:

  • If last 12 months’ earnings from continuing operations are negative, the stock is put on probation; if a subsequent quarter has negative earnings prior to 12-month earnings from continuing operations becoming positive, the stock is sold.
  • The stock’s price-to-book-value ratio goes above three times the initial criterion and there is a stock to replace it.
  • Market capitalization goes above three times the initial maximum criterion and there is a stock to replace it.

Stock Order Guidance

  • These rules are for general guidance. Your own experience, market conditions and the size of the position will impact your own decisions. The results in the model portfolio were obtained while sometimes paying more.
  • Market orders are not used. Instead, if the quoted bid-ask spread is less than 2% (ask price minus bid price, divided by ask price), place a limit order at the ask price for a buy and at the bid price for a sell. If the bid-ask spread is more than 2%, try to place a limit order between the bid and ask prices to keep transaction costs low. If necessary, build a position gradually. With low commissions, it is often better to place partial orders than to try to establish a large position all at once. Be patient.
  • The average daily dollar volume should be at least 10 times the amount needed for your position. This will ensure liquidity to get in and out of the position, even if you need to grow the position gradually and sell gradually. This will result in a varying number of qualifying stocks for each investor.
  • If price changes cause a stock to become ineligible (due to changes in price-to-book-value ratio or market capitalization) when only part of the order has been filled, shares already purchased are kept but the balance of the order is canceled.

Management Rules

  • Equal dollar amounts are invested in each stock initially.
  • Decisions are made only at the end of each quarter. In order to react to the majority of earnings reports as soon as possible, quarterly reviews are made in February, May, August, and November.
  • Best judgment is used for tenders or mergers, but all criteria must be obeyed.
  • At the end of a quarter, if receipts from stocks sold exceed requirements for available new purchases, the excess receipts are kept in cash until the next quarter. If too much cash is accumulated, the rules will be adjusted.
  • At the end of a quarter, if receipts from stock sales are insufficient to buy all newly qualifying stocks, purchases are made based on the width of the bid-ask spread and the number of shares at bid or ask price.
  • Note that if you are managing your own portfolio, it should consist of at least 10 stocks. If you are developing the portfolio gradually, you can do it stock by stock, but don’t put more than 10% of your funds in each additional stock. More than 20 stocks is not needed until the portfolio exceeds $1 million.

Discussion

F Dirienzo from NV posted over 9 years ago:

I disagree strongly that adding momentum to the criteria for the Shadow Stock Portfolio will improve long term performance. For the better part of 2 decades I have been a loyal proponent and follower of the Shadow Stock Portfolio and its rules for including a stock. Now I am much dismayed and will no longer follow it. You are trading short term improvement for long term mediocrity in my opinion. It makes mathematical sense to eliminate momentum. For instance (example may be extreme to prove a point) if a $5 stock moves up to $10 and is included in the portfolio and then proceeds to $25 when it is sold, the portfolio has made 2 1/2 times its investment in the stock. If I buy the stock @$5 and sell it at $25, I have made 5 times my money. The negative is that I hold my stock longer so if it stays in the doldrums too long, I could have a smaller compounded annual return. However, a big positive is that many stock prices have "false" starts before they become overvalued. The $5 stock can move to $10, be bought, and then drop back toward $5 or lower before its ultimate rise. Either way eliminating momentum in my mind reduces risk. I want to shop in the bargain basement when I look for value, not after the seller has begun to mark up the merchandise. In my opinion you are compromising your excellent value criteria with an element that only subdues long term results. Value has under performed growth for almost a decade until this year. The average time of out performance is less than 7 years. Value is just starting to move, and you are changing (I suspect) because a number of your stocks have continued to disappoint for a long time. Review the SS performance from the beginning. It took 9 years to start to out perform the market before it began to skyrocket. Don't do this!


fitkopadg from IL posted over 9 years ago:

I agree w/ F Dirienzo's comments above. Apart from that, I am unclear how to apply this rule (should I decide to do so):How does one determine whether a particular stock's price change is above average, or in the top 50% of the stock universe? Are we talking average', as in the mean, as indicated by one expression of the rule above, or are we looking at the price change of the median stock, as seems to be indicated by another expression of the rule above? What is the 'the database' or 'stock universe' in question here? Does one need to purchase the AAII Stock Investor Pro software to apply this rule? (None of the other rules require this software.) Do you only look at stocks that were in 'the database' or 'stock universe' for the rolling 26-week period in question, leaving out stocks that entered or left 'the database' or 'stock universe' during the period? Where can I find this average or median stock price information? Is it somewhere in the AAII web site, on Yahoo Finance, or at some other publicly available source? For candidate stocks with price changes near the average/mean, this criterion could be met or not met at different times of the day. Can you provide some more specific guidance in how to apply this rule? Thanks.


Wayne Thorp from IL posted over 9 years ago:

The momentum requirement is only on the buy side. There isn't any momentum criterion for selling. By adding momentum to the items to consider when considering a stock for the portfolio, you are potentially eliminating the "false starts" and identifying deep-value, micro-cap stocks (the price-to-book value and market cap criteria still are used) that are exhibiting above-average price momentum. The requirement requires a stock to only have price momentum that is better than half of the stock universe. This has not become a momentum portfolio.


Joe G from OH posted over 9 years ago:

I find it interesting that you are adding momentum as part of the criteria and would like to hear more behind the reasoning as to why it is being added. While I might not necessarily agree on 26 weeks, I do think momentum has a place in helping to identify stocks that are "on the move" and that have greater appreciation potential. One thing I have noticed is that when you have a MACD crossover along with an RSI 50 crossover, the stock will tend to go on a longer upward run with fewer whipsaws than those that don't. Of course, I'm just a novice. Maybe it's wishful thinking or I need new glasses! When I first started to read the article, my first thought was that you were talking about RSI(14), but when I tested the recent adds from article (AVHI, BXH, and HNRG), none of them passed the 26 week above 50 test. Then I thought you might be thinking about relative strength versus the S&P 500 (S&P 500 being the average), so I tested that. Yep, they were all slightly positive, but I'm not sure that is the relative strength test you were talking about. Then I though you might be talking about SCTR relative strength, but again, none of the 3 stocks passed the test. Bottom line, I'm not sure how and where you are arriving at your data and would greatly appreciate obtaining additional information. I look forward to your response. Thanks


Patrick N from Texas posted over 9 years ago:

I agree with all of the criticisms here. You have made an important turn that will result in no benefit long term.


Wayne Thorp from IL posted over 9 years ago:

Joe G - Jim is using relative price strength of the individual stock versus that of the S&P 500 over the last 26 weeks. In order to be considered for the portfolio, the stock's 26-week relative strength must rank in the top 50% of the universe of stocks listed on U.S. exchanges. Again, this only applies to the buy side, so sells are not based on price momentum. It allows you to identify "value on the move"--deep value, micro-cap stocks that are exhibiting above-average price momentum. Wayne A. Thorp, CFA Senior Financial Analyst, AAII


Mike T from MN posted over 9 years ago:

James and Wayne, I would assume that you added the momentum filter because you found it was beneficial in backtests. Is that the case? If it is, can you share the results? And if not, what drove you to add the momentum filter? I added a similar filter to my own screens in February, because in backtesting it had a significant positive effect on all of them. Thank you.


Wayne Thorp from IL posted over 9 years ago:

@Mike T, There is a wealth of academic research that shows the benefits of momentum investing. James O'Shaughnessy has also does extensive research on the best factors for stock selection and momentum is one of them. The article "Momentum's Role as a Driver of Stock Prices" from the May 2016 AAII Journal is definitely worth the read, especially the section on combining value with momentum. Regards, Wayne A. Thorp, CFA Senior Financial Analyst, AAII


Michael from CH posted over 9 years ago:

Studies show that momentum works. However, the results are probably not as good as reported. Momentum strategies usually require a high turnover and produce high transaction costs. This reduces the real performance which can be achieved with momentum strategies. Other studies shows that it is also a good idea to buy those stocks which showed the worst performance in the last 3 or 5 years. And this strategy comes along with a very low turnover and transaction costs as the holding period is up to 5 years. See the study “Return reversal in UK shares”, Arnold and Baker


Wayne Thorp from IL posted over 9 years ago:

@Michael, The higher turnover and transaction costs stem from using momentum as a sell signal. However, the revised Shadow Stock Portfolio rules only use relative price strength on the buy side to identify deep-value micro-cap stocks with above-average price momentum. Wayne A. Thorp, CFA Senior Financial Analyst, AAII


Michael from CH posted over 9 years ago:

Overall, I think it is a good idea to include momentum. My personal trading experience is that deep value stocks with positive momentum often perform better compared to other value stocks.


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