Below we offer tables that show the best predictors of the close to close behavior
of stocks from Feb of 2001 to June of 2005. Just to be clear, we're
talking about the annualized percentage change of a stock's value from the close
on day 1 to the close on day 2. Thus the extended hours trading between
the close on day 1 and the open on day 2 is included in the results.
As always (or almost always), the gains and losses in the tables (in red) are
annualized figures. Divide by 250 (the number of trading days in a year)
to get an actual per day estimate of gains gotten via these strategies.
Note that the biggest of gains below are considerably smaller than the
biggest of gains you see in our tables of
best open to close predictors.
Our own interpretation is that the afterhours and regular trading hours are at
odds with each other...the losers in one session tend to gain in the next, and
the gainers in one session tend to lose in the next. The two sessions
cancel each other out to a degree.
Looking below, a stock closing near its low is probably the best predictor of
gains over the next 24 hours. A large high-close differential also works
well. A low high-close differential predicts losses.
Other observations:
*A high "perceived risk" has been a good predictor of gains over the last 4.5
years. Note, however, that the average stock in our study gained an
annualized 6%...as we've pointed out many times, volatile stocks do well in
positive markets, and poorly in negative markets. Had the market fared
poorly over this time, we could well have seen a high "perceived risk" as a
predictor of losses. As always, the results in our tables are best viewed
by discerning minds.
*Increasing volume does tend to signal gains.
*As we've seen on numerous occasions, a historical tendency to gain during
the time period you're interested in seems to be a good predictor of future
gains.
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Date(ymd): 010223Average Gain: 6.23Group Stdev: 52.21Market Focus: 2.6+0.9(0.00000, 0.00000)Market Focus5: 1.8+0.3
one day results from close to close | Top Gaining Groups413.26 close-low 0.00 to 0.15 (1)+ prcvd_risk 5.12 to 302.09 (10)
385.42 close-low 0.00 to 0.15 (1)+ 3monthgain -78.52 to -22.55 (1)
376.30 close-low 0.00 to 0.15 (1)+ break_ave -73.37 to -16.87 (1)
373.10 close-low 0.00 to 0.15 (1)+ resist1 -0.88 to -0.20 (1)
370.63 vslice3 0.26 to 1.02 (10)+ prcvd_risk 5.12 to 302.09 (10)
369.56 recent_price 0.54 to 5.53 (1)+ close-low 0.00 to 0.15 (1)
369.53 close-low 0.00 to 0.15 (1)+ 1monthgain -71.07 to -13.99 (1)
356.89 close-low 0.00 to 0.15 (1)+ mov_ave100 -0.73 to -0.18 (1)
341.93 recent_price 0.54 to 5.53 (1)+ vslice3 0.26 to 1.02 (10)
341.52 close-low 0.00 to 0.15 (1)+ open_moment -52.63 to -3.31 (1)
337.68 afterhours_sta 2.01 to 152.95 (10)+ inertia 66.00 to 69.00 (4)
333.97 close-low 0.00 to 0.15 (1)+ momentum -99.79 to -30.25 (1)
332.17 close-low 0.00 to 0.15 (1)+ resist3 -0.91 to -0.25 (1)
321.83 gain3 -40.00 to -3.01 (1)+ vslice47 -0.07 to -0.01 (6)
320.25 close-low 0.00 to 0.15 (1)+ gain4 3.15 to 36.59 (10)
312.37 close-low 0.00 to 0.15 (1)+ yeargain -97.63 to -43.01 (1)
310.50 afterhours_sta 2.01 to 152.95 (10)+ vslice3 0.26 to 1.02 (10)
298.67 yeargain -97.63 to -43.01 (1)+ vave -3.59 to -2.28 (3)
296.97 close-low 0.00 to 0.15 (1)+ resist2 -0.87 to -0.24 (1)
289.20 high-close 4.39 to 64.25 (10)+ big_vslice -34093.79 to -21047.98 (4)
285.12 resist1 -0.88 to -0.20 (1)+ volume10_60 0.50 to 4.74 (10)
284.48 markcap_est 0.58 to 43.42 (1)+ big_pslice 708.18 to 1152.63 (8)
283.90 high-close 4.39 to 64.25 (10)+ industry 77.07 to 86.46 (8)
281.41 1monthgain -71.07 to -13.99 (1)+ vslice3 0.26 to 1.02 (10)
279.64 close-low 0.00 to 0.15 (1)+ mov_ave20 -0.57 to -0.08 (1)
277.16 1monthgain -71.07 to -13.99 (1)+ slice3 -0.34 to -0.17 (4)
276.10 big_vslice 86395.12 to 231025.25 (10)+ prcvd_risk 5.12 to 302.09 (10)
275.21 resist1 -0.88 to -0.20 (1)+ pave 4.15 to 6.79 (8)
274.98 high-close 4.39 to 64.25 (10)+ slice3 -0.34 to -0.17 (4)
274.70 high-close 4.39 to 64.25 (10)+ corr 0.72 to 0.74 (6)
| Losing Groups-293.38 pair_dif20 -548.81 to -25.93 (1)+ vslice3 0.10 to 0.15 (7)
-284.44 close-low 4.55 to 58.40 (10)+ volume3_10 -0.99 to -0.40 (1)
-279.91 resist2 -0.87 to -0.24 (1)+ slice97 -0.19 to 0.00 (5)
-262.67 move_ave5 -0.02 to -0.01 (3)+ break_ave -73.37 to -16.87 (1)
-261.29 move_ave5 -0.02 to -0.01 (3)+ mov_ave100 -0.73 to -0.18 (1)
-258.94 pskew -20.96 to -13.14 (2)+ mov_ave20 -0.57 to -0.08 (1)
-248.20 vslice97 -0.54 to -0.36 (2)+ break_ave -73.37 to -16.87 (1)
-248.18 3monthgain -78.52 to -22.55 (1)+ corr_f 0.66 to 0.88 (10)
-246.37 high-close 0.00 to 0.11 (1)+ prd_3yrs 1.07 to 1.55 (10)
-244.89 corr 0.77 to 0.80 (8)+ mov_ave20 0.08 to 0.85 (10)
-244.44 markcap_est 331.05 to 577.04 (5)+ slice3 -5.79 to -0.83 (1)
-242.57 close-low 4.55 to 58.40 (10)+ big_pslice 1152.63 to 1878.26 (9)
-241.33 close-low 0.97 to 1.29 (5)+ mov_ave20 -0.57 to -0.08 (1)
-238.29 resist1 -0.88 to -0.20 (1)+ corr_f 0.66 to 0.88 (10)
-236.87 3monthgain -78.52 to -22.55 (1)+ vslice97 -0.54 to -0.36 (2)
-233.68 close-low 4.55 to 58.40 (10)+ vslice3 -0.01 to 0.05 (5)
-232.35 pair_dif -10.00 to -2.26 (1)+ slice3 -5.79 to -0.83 (1)
-225.53 high_moment -0.02 to -0.01 (4)+ resist1 -0.88 to -0.20 (1)
-225.21 pair_dif 2.36 to 10.00 (10)+ pstdev 17.41 to 17.69 (7)
-223.14 pair_dif -10.00 to -2.26 (1)+ vstock_ind 1.76 to 3.19 (8)
-223.02 resist2 -0.87 to -0.24 (1)+ ptotal 0.41 to 0.91 (7)
-222.80 3monthgain -78.52 to -22.55 (1)+ pkurt 3.06 to 3.16 (9)
-222.59 3monthgain 31.84 to 888.92 (10)+ gain1 -2.97 to -1.68 (2)
-221.99 corr_f 0.66 to 0.88 (10)+ break_ave -73.37 to -16.87 (1)
-220.48 corr_f 0.66 to 0.88 (10)+ mov_ave100 -0.73 to -0.18 (1)
-217.23 3monthgain -78.52 to -22.55 (1)+ volume3_10 -0.04 to 0.04 (6)
-217.20 gain1 3.17 to 77.78 (10)+ volume3_10 -0.99 to -0.40 (1)
-217.17 vslice3 0.10 to 0.15 (7)+ mov_ave100 -0.73 to -0.18 (1)
-215.46 prd_lastyear -1.95 to -1.10 (3)+ 3monthgain 31.84 to 888.92 (10)
-214.96 resist2 -0.87 to -0.24 (1)+ corr_f 0.66 to 0.88 (10)
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Date(ymd): 010223Average Gain: 6.86Group Stdev: 52.91Revised h/l prob: 0.0, 2.32Market Focus: 1.7+0.7(0.00000, 2.68)Market Focus5: 0.5+0.0
one day results from close to close | Top Gaining Groups294.43 prcvd_risk 30.07 to 302.09 (100)
272.15 move_ave5 0.10 to 0.51 (100)
265.88 recent_price 0.54 to 1.60 (1)
232.66 close-open 8.54 to 49.66 (100)
229.15 break_ave -73.37 to -43.20 (1)
227.47 resist1 -0.47 to -0.41 (3)
226.67 prcvd_risk 6.29 to 7.11 (93)
214.65 vstdev 17.22 to 17.35 (59)
208.88 volume3_10 1.19 to 2.07 (100)
206.60 close-low 0.00 to 0.00 (4)
201.88 vtotal 3.66 to 3.84 (75)
200.57 1monthgain -28.60 to -25.25 (3)
199.46 vslice47 -1.11 to -0.46 (1)
190.89 mov_ave100 -0.29 to -0.26 (5)
190.86 stdev 0.06 to 0.07 (98)
185.23 3monthgain -51.65 to -43.97 (2)
184.40 prcvd_risk 9.45 to 11.27 (96)
177.81 prd_3yrs 1.13 to 1.15 (98)
176.74 gain4 -40.69 to -8.08 (1)
176.29 vslice3 -0.56 to -0.52 (4)
175.47 resist2 0.77 to 0.87 (95)
172.58 mov_ave20 0.23 to 0.85 (100)
172.34 resist2 -0.19 to -0.17 (14)
170.91 pskew -4.88 to -4.44 (37)
169.11 gain2 9.57 to 85.71 (100)
166.08 recent_std 0.08 to 0.59 (100)
165.02 open_moment -8.31 to -6.89 (3)
164.57 resist1 -0.88 to -0.57 (1)
163.82 close-low 0.00 to 0.00 (3)
163.24 gain1 9.19 to 77.78 (100)
| Losing Groups-232.39 3monthgain -30.16 to -27.78 (7)
-215.91 prcvd_risk 5.66 to 6.29 (92)
-215.63 break_ave -25.31 to -23.18 (6)
-199.11 prd_lastyear -9.72 to -7.51 (2)
-191.63 high_moment 0.14 to 0.16 (98)
-191.37 3monthgain -22.55 to -21.12 (11)
-187.81 gain2 0.00 to 0.00 (49)
-176.49 slice97 -10.16 to -2.29 (1)
-166.05 1monthgain 26.35 to 30.33 (97)
-164.40 close-open 6.69 to 8.54 (99)
-160.49 stock_ind 3.95 to 7.80 (99)
-160.22 gain1 4.35 to 4.77 (95)
-157.88 vstdev 14.99 to 15.10 (42)
-157.21 ptotal 1.53 to 1.61 (81)
-156.13 vslice47 -0.30 to -0.29 (8)
-155.58 gain2 -2.98 to -2.79 (11)
-147.44 ptotal 5.91 to 15.85 (100)
-145.75 recent_std 0.04 to 0.04 (91)
-143.49 gain2 -3.19 to -2.98 (10)
-142.09 open_moment -4.67 to -4.21 (7)
-139.38 big_pslice -329.66 to -298.93 (41)
-139.11 momentum -21.39 to -20.29 (17)
-137.03 pkurt 2.84 to 2.84 (26)
-136.77 resist3 -0.25 to -0.23 (11)
-136.00 vstdev 16.95 to 17.09 (57)
-135.47 prd_3yrs -1.00 to -1.00 (8)
-134.94 vslice3 0.22 to 0.23 (85)
-134.48 slice97 -0.93 to -0.89 (14)
-134.02 recent_price 10.81 to 11.19 (25)
-133.25 recent_price 1.60 to 2.24 (2)
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Date(ymd): 010223Average Gain: 6.87Group Stdev: 26.86Revised h/l prob: 0.59, 15.64Market Focus: 1.6+0.5(0.00000, 11.72)Market Focus5: 0.4+-0.1
one day results from close to close | Top Gaining Groups134.36 prcvd_risk 6.29 to 11.27 (24)
126.88 close-low 0.00 to 0.00 (1)
118.26 inertia 110.00 to 233.00 (25)
112.62 volume3_10 0.75 to 2.07 (25)
101.40 vslice3 -1.22 to -0.52 (1)
97.65 recent_std 0.05 to 0.59 (25)
92.46 slice3 0.50 to 0.60 (21)
92.07 open_moment -52.63 to -5.99 (1)
91.79 close-low 0.00 to 0.09 (2)
87.65 resist1 -0.88 to -0.36 (1)
86.04 volume1_3 -0.99 to -0.59 (1)
85.81 vslice3 0.28 to 0.34 (24)
84.14 prd_3yrs 1.12 to 1.55 (25)
83.49 high-close 1.76 to 1.97 (17)
79.48 volume10_60 0.59 to 0.86 (24)
77.25 1monthgain -71.07 to -22.86 (1)
74.49 prd_max 0.10 to 0.13 (23)
72.40 recent_price 3.17 to 4.72 (2)
71.02 high-close 6.62 to 64.25 (25)
70.35 resist3 0.92 to 15.90 (25)
69.74 high-close 4.90 to 6.62 (24)
68.76 stock_ind 0.28 to 0.35 (18)
68.56 gain1 5.35 to 77.78 (25)
68.21 open_moment -1.33 to -1.04 (7)
67.57 momentum -99.79 to -46.76 (1)
67.01 gain3 5.37 to 74.13 (25)
66.05 break_ave 22.12 to 30.61 (24)
65.73 prd_lastyear 6.14 to 52.35 (25)
65.24 resist3 -0.91 to -0.43 (1)
63.94 move_ave5 0.06 to 0.51 (25)
| Losing Groups-87.70 slice3 -5.79 to -1.17 (1)
-85.70 gain2 0.00 to 0.10 (13)
-79.20 gain2 -3.45 to -2.60 (3)
-75.71 break_ave -28.04 to -19.90 (2)
-72.64 pave 1.83 to 2.69 (16)
-72.59 prcvd_risk 1.60 to 1.94 (19)
-72.39 high-close 0.00 to 0.00 (1)
-70.86 high-close 0.04 to 0.16 (3)
-68.64 vslice3 0.22 to 0.25 (22)
-64.60 slice97 -10.16 to -1.56 (1)
-61.22 prd_lastyear -41.29 to -5.66 (1)
-60.91 vave -8.48 to -6.46 (2)
-59.78 prd_max -0.09 to -0.07 (4)
-59.68 vstdev 19.42 to 20.17 (19)
-58.83 vslice97 -0.16 to -0.12 (10)
-56.04 gain1 -0.83 to -0.61 (9)
-55.25 high_moment 0.12 to 0.62 (25)
-55.09 open_moment 1.47 to 1.84 (20)
-54.51 3monthgain -25.81 to -19.72 (3)
-53.73 close-low 2.68 to 3.04 (20)
-52.86 stock_ind -0.57 to -0.44 (6)
-51.32 ptotal 1.53 to 1.86 (21)
-51.17 vkurt 2.21 to 2.25 (9)
-50.01 open-yclose 1.47 to 2.34 (24)
-49.25 industry 76.00 to 77.91 (18)
-48.74 slice3 -0.91 to -0.76 (3)
-47.98 pave 8.20 to 9.79 (22)
-47.87 prd_lastyear -1.57 to -1.25 (7)
-47.48 volume3_10 -0.15 to -0.12 (10)
-47.44 slice3 0.60 to 0.71 (22)
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Date(ymd): 010223Average Gain: 6.82Group Stdev: 16.86Revised h/l prob: 0.0, 7.95Market Focus: 2.8+0.3(0.00000, 21.44)Market Focus5: 0.0+-1.0
one day results from close to close | Top Gaining Groups99.00 close-low 0.00 to 0.15 (1)
66.93 high-close 4.39 to 64.25 (10)
63.42 volume10_60 0.50 to 4.74 (10)
52.65 move_ave5 0.03 to 0.51 (10)
52.08 vslice97 -1.72 to -0.54 (1)
51.17 1monthgain -71.07 to -13.99 (1)
50.95 vstdev 16.11 to 17.50 (6)
48.44 move_ave5 -0.45 to -0.03 (1)
48.16 afterhours_sta 2.01 to 152.95 (10)
47.58 volume3_10 0.46 to 2.07 (10)
47.47 corr 0.70 to 0.72 (5)
47.39 open_moment -1.71 to -0.92 (3)
46.83 high_moment -0.07 to -0.04 (2)
45.71 big_pslice 708.18 to 1152.63 (8)
42.55 vslice3 0.26 to 1.02 (10)
41.21 prcvd_risk 5.12 to 302.09 (10)
40.59 open-yclose 0.62 to 1.23 (9)
39.26 volume1_3 -0.99 to -0.45 (1)
38.81 vslice3 -0.35 to -0.19 (2)
38.63 pair_dif -2.26 to -1.32 (2)
38.21 break_ave 19.66 to 179.86 (10)
37.73 resist2 0.53 to 21.73 (10)
37.58 inertia 96.00 to 233.00 (10)
36.88 vslice3 -1.22 to -0.35 (1)
36.68 recent_price 0.54 to 5.53 (1)
36.02 momentum 17.26 to 32.07 (9)
35.76 3monthgain 31.84 to 888.92 (10)
35.39 slice3 0.50 to 0.78 (9)
35.25 industry 61.74 to 66.58 (5)
35.16 pair_dif20 -548.81 to -25.93 (1)
| Losing Groups-52.58 high-close 0.00 to 0.11 (1)
-39.20 slice3 -5.79 to -0.83 (1)
-37.40 big_pslice -19663.11 to -1860.33 (1)
-35.68 slice97 -10.16 to -1.07 (1)
-30.91 slice3 -0.83 to -0.54 (2)
-30.20 close-low 2.24 to 3.04 (8)
-29.58 pskew 6.09 to 11.18 (7)
-29.46 prd_lastyear -1.95 to -1.10 (3)
-27.75 move_ave5 0.00 to 0.00 (5)
-27.62 vkurt 2.18 to 2.29 (4)
-27.36 volume3_10 -0.99 to -0.40 (1)
-26.89 vslice3 0.20 to 0.26 (9)
-26.65 close-low 0.97 to 1.29 (5)
-26.09 move_ave5 0.02 to 0.03 (9)
-25.00 markcap_est 67469.55 to 23858984.00 (10)
-24.71 open-yclose -0.30 to -0.07 (4)
-24.35 pair_dif 1.43 to 2.36 (9)
-23.96 high-close 0.35 to 0.60 (3)
-23.91 open_moment -0.40 to 0.05 (5)
-23.21 vave 3.48 to 6.02 (9)
-22.36 volume1_3 -0.21 to -0.12 (4)
-20.52 volume3_10 -0.04 to 0.04 (6)
-20.18 high_moment 0.08 to 0.62 (10)
-19.42 gain4 1.74 to 3.15 (9)
-19.40 mov_ave100 0.02 to 0.05 (6)
-19.32 momentum -17.56 to -10.43 (3)
-19.27 prd_lastyear -41.29 to -3.49 (1)
-19.09 resist2 0.01 to 0.05 (5)
-19.06 prd_max -0.10 to -0.06 (2)
-18.64 corr_f 0.63 to 0.66 (9)
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Date(ymd): 010223Average Gain: 6.78Group Stdev: 11.96Revised h/l prob: 0.60, 4.03Market Focus: 1.6+0.9(0.00000, 0.8995)Market Focus5: 0.0+-0.5
one day results from close to close | Top Gaining Groups55.92 close-low 0.00 to 0.41 (1)
42.08 volume10_60 0.26 to 4.74 (5)
38.10 high-close 2.87 to 64.25 (5)
37.46 vslice3 -1.22 to -0.19 (1)
36.79 volume3_10 0.25 to 2.07 (5)
36.31 high_moment -1.08 to -0.04 (1)
36.03 big_pslice 337.44 to 1152.63 (4)
35.42 recent_price 0.54 to 9.25 (1)
34.15 corr 0.70 to 0.74 (3)
31.03 afterhours_sta 0.70 to 152.95 (5)
30.91 prcvd_risk 2.44 to 302.09 (5)
30.45 vslice97 -1.72 to -0.36 (1)
29.31 close-low 0.41 to 0.97 (2)
28.32 slice97 0.20 to 0.68 (4)
27.84 corr_f 0.56 to 0.59 (3)
27.76 gain2 1.73 to 85.71 (5)
27.21 slice3 0.50 to 5.57 (5)
26.54 stdev 0.03 to 0.20 (5)
26.46 prd_lastyear 2.02 to 52.35 (5)
26.07 open_moment -1.71 to -0.40 (2)
25.44 break_ave 12.06 to 179.86 (5)
25.16 markcap_est 0.58 to 97.38 (1)
24.77 3monthgain 18.83 to 888.92 (5)
23.69 high-close 1.57 to 2.87 (4)
23.64 pair_dif -10.00 to -1.32 (1)
23.02 momentum 17.26 to 598.88 (5)
22.63 inertia 86.00 to 233.00 (5)
22.42 leadership 3.50 to 31.20 (5)
22.21 vslice47 -0.11 to -0.01 (3)
22.04 resist2 0.29 to 21.73 (5)
| Losing Groups-34.85 slice3 -5.79 to -0.54 (1)
-34.29 high-close 0.00 to 0.35 (1)
-22.27 slice97 -10.16 to -0.68 (1)
-20.31 close-low 1.69 to 3.04 (4)
-18.13 pair_dif 1.43 to 10.00 (5)
-17.51 close-low 0.97 to 1.69 (3)
-16.47 big_pslice -19663.11 to -1151.67 (1)
-14.93 close-low 3.04 to 58.40 (5)
-13.76 vstdev 17.50 to 21.00 (4)
-13.73 pskew 6.09 to 17.22 (4)
-13.20 3monthgain -78.52 to -12.20 (1)
-12.87 prd_lastyear -1.95 to -0.47 (2)
-12.68 vslice3 0.10 to 0.20 (4)
-11.70 industry 72.72 to 86.46 (4)
-11.62 mov_ave100 -0.01 to 0.05 (3)
-10.85 vkurt 2.07 to 2.29 (2)
-10.71 volume10_60 -1.00 to -0.29 (1)
-10.29 momentum -17.57 to -5.07 (2)
-10.23 open_moment 0.49 to 1.84 (4)
-10.08 markcap_est 5551.64 to 23858984.00 (5)
-9.69 vslice97 -0.36 to -0.12 (2)
-9.16 open_moment -0.40 to 0.49 (3)
-8.87 vskew 24.96 to 117.95 (5)
-8.65 stock_ind -5822.04 to -0.57 (1)
-7.84 volume3_10 -0.99 to -0.28 (1)
-7.81 high_moment 0.05 to 0.62 (5)
-7.76 move_ave5 0.00 to 0.01 (3)
-6.98 momentum 4.03 to 17.26 (4)
-6.70 volume10_60 -0.29 to -0.13 (2)
-6.55 yeargain -23.66 to -0.21 (2)
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