First of all, for a fresh look at the "sell in May" strategy, click
here. When you look at the myriad ways a handy profit could have been
made in the "sell in May" period of the last 13 years, it's almost
criminal for brokers, analysts, and commentators to recommend that one stay on
the sidelines during this period. But some do.
Next, we've crunched data for full years beginning in January and ending in December
in several ways. Below, on this page, you'll see the results of
compounding yearlong data from 1994 to 2009 (16 periods of one year) and
looking for the best general predictors of gains and losses for the next year. All
data is ranked. Risk-adjusted and non-adjusted data is shown (see our presentation
page for more info on ranking and risk-adjustment).
At the bottom of this page you also see several studies where we focused on the
S&P 500 index going back to 1987.
For the results of an experiment where the yearlong gains and losses were ranked
(in addition to the indicators), look here. The
rationale for ranking the results as well as predictors is explained on the
page.
For summaries of market behavior in each year from 1985 through 2007,
look here (no risk-adjustment) and
here (risk-adjusted).
Finally, for a look at charts of the Dow Index for every three year interval
since 1970, look here. The idea would be to
compare the current chart to historical charts, though we don't make any claims
that such an approach might or might not be productive.
******************************************
Looking to the tables below, one very obvious trend emerges:
cheaply-priced stocks dominate the percentage-gains tables. The
statistical significance is often outrageous. The question, "Does
this dominance represent a long term cycle that is set to reverse in coming
years?", must be answered by the individual investor. Conversely,
expensive stocks often find themselves in the loss columns. Bear in mind
that stocks with major single-day gains or losses were tossed from the
underlying data to make sure it wouldn't be skewed by stock splits or large
dividends.
Given the fact that the stock market has made some nice gains over the period
examined, the strategy of simply buying and holding volatile stocks has worked
well, as these stocks tend to gain and lose in excess of the general
market. These volatile stocks disappear off the tables after
risk-adjustment...we believe these tables offer a better idea as to which stocks
might perform best regardless of market conditions.
Stocks of low
market-capitalization have done well on both risk-adjusted and non-adjusted
basis.
Stocks with poor performances toward the end of
the year also
tend to do well in the upcoming year.
Looking at the S&P 500 tables at the bottom of the page, the results are
quite similar. Note that while the strategy of buying stocks that
performed well over the parallel time period in the previous year works shows up
as a strong strategy in numerous shorter-term tests on our website, this sort of
strategy is a recipe for underperformance on longer-term scales.
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Date(ymd): 931231Average Gain: 14.50Group Stdev: 9.47Market Focus: 3.9+0.8(na, 1.68)Market Focus5: 2.5+0.5
The following three rows of data detail the strongest and weakest yearlong
strategies over the period 1994 through 2008 | Top Gaining Groups123.86 recent_price 1.00 to 6.00 (1)+ big_vslice 16.00 to 21.00 (4)
120.52 recent_price 1.00 to 6.00 (1)+ vtotal 11.00 to 16.00 (3)
116.79 recent_price 1.00 to 6.00 (1)+ corr_f 1.00 to 5.01 (1)
112.38 recent_price 1.00 to 6.00 (1)+ vskew 21.00 to 26.00 (5)
110.69 recent_price 1.00 to 6.00 (1)+ pskew 31.00 to 36.00 (7)
107.25 vslice97 5.01 to 10.01 (2)+ prcvd_risk 46.00 to 50.01 (10)
106.29 vskew 21.00 to 26.00 (5)+ prcvd_risk 46.00 to 50.01 (10)
105.95 close-low 45.01 to 50.01 (10)+ high_moment 1.00 to 5.01 (1)
105.29 big_vslice 16.00 to 21.00 (4)+ prcvd_risk 46.00 to 50.01 (10)
105.22 recent_price 1.00 to 6.00 (1)+ vslice47 1.00 to 5.01 (1)
| Losing Groups-16.42 recent_price 45.01 to 50.01 (10)+ resist3 45.01 to 50.01 (10)
-16.39 recent_price 45.01 to 50.01 (10)+ yeargain 45.01 to 50.01 (10)
-15.71 recent_price 45.01 to 50.01 (10)+ prd_lastyear 45.01 to 50.01 (10)
-14.00 recent_price 40.01 to 45.01 (9)+ resist3 45.01 to 50.01 (10)
-13.93 recent_price 40.01 to 45.01 (9)+ prd_lastyear 45.01 to 50.01 (10)
-13.91 recent_price 40.01 to 45.01 (9)+ 1monthgain 46.00 to 50.01 (10)
-13.81 recent_price 45.01 to 50.01 (10)+ resist1 45.01 to 50.01 (10)
-13.42 recent_price 40.01 to 45.01 (9)+ yeargain 45.01 to 50.01 (10)
-13.37 prd_lastyear 45.01 to 50.01 (10)+ prcvd_risk 11.00 to 16.00 (3)
-13.32 yeargain 45.01 to 50.01 (10)+ prcvd_risk 11.00 to 16.00 (3)
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Date(ymd): 931231Average Gain: 15.01Group Stdev: 6.69Market Focus: 8.0+0.9(0.0813, 0.1733)Market Focus5: 2.8+0.3 | Top Gaining Groups84.66 recent_price 1.00 to 3.00 (1)
74.78 prcvd_risk 49.00 to 50.01 (25)
53.31 prcvd_risk 47.00 to 49.00 (24)
50.57 corr 1.00 to 3.00 (1)
49.35 yeargain 1.00 to 2.01 (1)
48.87 momentum 1.00 to 3.00 (1)
48.84 prd_lastyear 1.00 to 2.01 (1)
46.56 recent_price 3.00 to 5.00 (2)
45.19 prd_3yrs 4.01 to 6.01 (3)
44.96 high_moment 1.00 to 3.00 (1)
| Losing Groups-1.03 recent_price 46.01 to 48.01 (24)
2.04 industry 91.08 to 91.80 (22)
2.52 recent_price 31.00 to 33.00 (16)
2.79 recent_price 48.01 to 50.01 (25)
3.25 prcvd_risk 5.00 to 7.00 (3)
3.49 prcvd_risk 2.01 to 5.00 (2)
3.53 recent_price 38.01 to 40.01 (20)
3.71 prcvd_risk 1.00 to 2.01 (1)
4.29 prd_3yrs 49.00 to 50.01 (25)
4.34 industry 91.80 to 94.12 (23)
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Date(ymd): 931231Average Gain: 15.01Group Stdev: 5.72Market Focus: 6.4+1.2(0.00150, 0.0003)Market Focus5: 2.3+0.6 | Top Gaining Groups59.26 recent_price 1.00 to 6.00 (1)
57.51 prcvd_risk 46.00 to 50.01 (10)
37.15 corr 1.00 to 5.01 (1)
37.14 markcap_est 1.00 to 5.01 (1)
35.58 yeargain 1.00 to 6.00 (1)
35.42 prd_lastyear 1.00 to 6.00 (1)
35.16 prd_max 1.00 to 6.00 (1)
35.03 recent_std 46.00 to 50.01 (10)
32.60 open_moment 1.00 to 5.01 (1)
32.59 high_moment 1.00 to 5.01 (1)
| Losing Groups1.99 recent_price 45.01 to 50.01 (10)
3.28 prcvd_risk 1.00 to 6.00 (1)
4.50 recent_price 35.01 to 40.01 (8)
4.70 recent_price 40.01 to 45.01 (9)
5.05 prcvd_risk 6.00 to 11.00 (2)
5.58 recent_price 31.00 to 35.01 (7)
5.66 prd_3yrs 45.01 to 50.01 (10)
6.14 industry 86.98 to 92.40 (9)
6.28 prcvd_risk 11.00 to 16.00 (3)
6.46 prd_3yrs 40.01 to 45.01 (9)
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Date(ymd): 931231Average Gain: 849.31Group Stdev: 228.84Market Focus: 6.0+1.0(0.00330, 1.15)Market Focus5: 1.3+-0.2 | Top Gaining Groups2924.19 recent_price 1.00 to 3.00 (1)
2240.72 corr 1.00 to 3.00 (1)
2104.84 markcap_est 1.00 to 3.00 (1)
1903.47 prcvd_risk 49.00 to 50.01 (25)
1833.98 open_moment 1.00 to 2.01 (1)
1814.42 recent_price 3.00 to 5.00 (2)
1783.66 open-yclose 1.00 to 3.00 (1)
1770.00 prcvd_risk 47.00 to 49.00 (24)
1693.40 afterhours_sta 1.00 to 2.01 (1)
1641.45 markcap_est 3.00 to 5.00 (2)
| Losing Groups49.39 recent_price 46.01 to 48.01 (24)
247.65 recent_price 31.00 to 33.00 (16)
272.66 pair_dif 20.01 to 22.01 (11)
311.62 prcvd_risk 5.00 to 7.00 (3)
327.05 industry 91.08 to 91.80 (22)
338.84 pstdev 46.01 to 48.01 (24)
362.18 vskew 2.01 to 5.00 (2)
366.15 break_ave 43.00 to 45.00 (22)
373.86 mov_ave20 41.00 to 43.00 (21)
391.67 volume3_10 33.00 to 35.00 (17)
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Date(ymd): 931231Average Gain: 849.60Group Stdev: 172.85Revised h/l prob: 0.0, 0.24Market Focus: 5.5+1.2(0.00135, 0.0493)Market Focus5: 1.0+0.3 | Top Gaining Groups2175.79 recent_price 1.00 to 6.00 (1)
1788.30 corr 1.00 to 5.01 (1)
1738.49 markcap_est 1.00 to 5.01 (1)
1668.54 prcvd_risk 46.00 to 50.01 (10)
1403.12 open_moment 1.00 to 5.01 (1)
1357.12 prd_max 1.00 to 6.00 (1)
1326.91 afterhours_sta 1.00 to 5.01 (1)
1317.29 recent_price 6.00 to 11.00 (2)
1281.06 inertia 46.00 to 50.01 (10)
1243.11 volume1_3 46.00 to 50.01 (10)
| Losing Groups316.90 recent_price 45.01 to 50.01 (10)
431.51 recent_price 31.00 to 35.01 (7)
450.01 prcvd_risk 1.00 to 6.00 (1)
473.20 mov_ave20 41.00 to 46.00 (9)
481.24 recent_price 35.01 to 40.01 (8)
497.31 resist2 41.00 to 46.00 (9)
498.02 mov_ave100 40.01 to 45.01 (9)
510.54 recent_price 40.01 to 45.01 (9)
529.95 gain2 41.00 to 46.00 (9)
530.11 vskew 1.00 to 6.00 (1)
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Date(ymd): 861231Average Gain: 9.14Group Stdev: 2.09Revised h/l prob: 0.0, 16.46Market Focus: 1.8+0.3(0.00100, 18.28)Market Focus5: 0.5+-0.2 | Top Gaining Groups16.99 recent_price 1.00 to 26.00 (1)
15.84 prcvd_risk 29.01 to 50.01 (5)
15.24 stdev 37.00 to 50.01 (5)
14.43 momentum 1.00 to 12.00 (1)
14.31 industry 61.40 to 76.02 (4)
14.23 high_moment 1.00 to 11.00 (1)
14.07 markcap_est 41.00 to 47.00 (2)
14.06 recent_std 36.01 to 50.01 (5)
13.78 prd_3yrs 1.00 to 15.01 (1)
13.71 gain3 1.00 to 13.00 (1)
| Losing Groups4.15 recent_price 48.00 to 50.01 (5)
4.63 markcap_est 48.01 to 49.01 (4)
4.68 prcvd_risk 1.00 to 4.01 (1)
4.77 pave 1.00 to 8.00 (1)
5.06 open-yclose 21.00 to 30.01 (3)
5.18 big_pslice 1.00 to 11.01 (1)
5.27 gain2 21.00 to 29.01 (3)
5.42 vskew 1.00 to 10.00 (1)
5.63 prd_3yrs 42.01 to 50.01 (5)
5.65 ptotal 1.00 to 10.00 (1)
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Date(ymd): 861231Average Gain: 691.96Group Stdev: 133.57Revised h/l prob: 16.54, 22.28Market Focus: 0.5+0.2(8.52, 26.68)Market Focus5: -0.1+-0.3 | Top Gaining Groups1085.27 markcap_est 41.00 to 47.00 (2)
1034.51 3monthgain 31.01 to 40.00 (4)
1001.32 gain2 13.00 to 21.00 (2)
1000.35 momentum 1.00 to 12.00 (1)
999.29 vave 1.00 to 11.00 (1)
978.09 markcap_est 1.00 to 41.00 (1)
960.90 ptotal 30.01 to 41.00 (4)
947.31 vtotal 39.01 to 50.01 (5)
929.29 volume1_3 34.01 to 50.01 (5)
925.79 vstock_ind 31.00 to 41.00 (4)
| Losing Groups320.28 3monthgain 1.00 to 12.00 (1)
355.27 markcap_est 48.01 to 49.01 (4)
356.13 gain2 21.00 to 29.01 (3)
384.65 momentum 37.00 to 50.01 (5)
393.21 open-yclose 21.00 to 30.01 (3)
418.92 high_moment 36.00 to 50.01 (5)
423.64 recent_price 48.00 to 50.01 (5)
429.05 vstock_ind 1.00 to 10.01 (1)
432.47 leadership 41.01 to 50.01 (5)
436.04 break_ave 1.00 to 12.01 (1)
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