Factor study

Find repeatable boom factors while data accumulates.

Track score, momentum, volume, risk, and sector buckets against future runup labels over rolling archived snapshots.

Factor study

2026-07-13 · 60D window · 10D outcome

twelvedata 15067 checked / 20084 total Boom = max runup ≥ +10% Validation: last 20D

Baseline boom rate 19.8%
Boom count 2990
Avg max runup +6.98%
Avg drawdown -4.85%

Boom labels

boom_5d
5D max runup >= +8%
boom_10d
10D max runup >= +10%
boom_20d
20D max runup >= +15%

Setup grade

Bucket Total Checked / Pending Boom Boom rate Lift Avg runup Avg drawdown
Grade B 487 407 / 80 112 27.5% 1.39x +8.37% -8.08%
Grade C 22 15 / 7 7 46.7% 2.36x +10.38% -8.94%
Grade D 5750 4136 / 1614 581 14% 0.71x +6.00% -5.04%
Grade F 13825 10509 / 3316 2290 21.8% 1.1x +7.30% -4.65%

Best combinations

Auto-searches 1–3 factor AND rules from bucket cut-points. Ranked by validation lift, then train lift, then sample size.

Searched 0 Kept 0

Combination Total Checked / Pending Boom rate Lift Train lift Validation Avg runup Avg drawdown
No combination cleared min sample and validation filters yet.

Rule candidates

Sorted by lift vs universe baseline. Validation columns show the same rule over the most recent study window slice.

Rule Total Checked / Pending Boom Boom rate Lift Validation Avg runup Avg drawdown
Momentum v2 >= 30 + dollar volume >= $1B 244 215 / 29 75 34.9% 1.76x 9.1% · 33 checked +10.04% -10.67%
Money flow >= 14 + momentum v2 >= 30 329 277 / 52 81 29.2% 1.47x 16.7% · 42 checked +9.25% -8.41%
5D momentum v2 >= 30 509 422 / 87 119 28.2% 1.42x 12.3% · 81 checked +8.45% -8.11%
Technical >= 20 + money flow >= 12 4993 3524 / 1469 618 17.5% 0.88x 14.5% · 518 checked +6.70% -5.58%

Latest snapshot candidates

Stocks from the latest selected snapshot that match high-lift rules in the current study window.

Symbol Setup grade Score Evidence Matched rules
US.PSX Phillips 66 B 69.5 91.6 59.6/110 · 32/50 Medium
Money flow S · lift 1.47x · Validation not confirmed n=277 · validation watch
5D momentum v2 >= 30 · Money flow >= 14 + momentum v2 >= 30

Score with momentum v2 bucket

Bucket Total Checked / Pending Boom Boom rate Lift Avg runup Avg drawdown
Score 90-109 598 473 / 125 119 25.2% 1.27x +7.67% -7.76%
Score < 90 19476 14584 / 4892 2867 19.7% 0.99x +6.95% -4.75%

5D momentum v2 bucket

Bucket Total Checked / Pending Boom Boom rate Lift Avg runup Avg drawdown
5D momentum v2 >= 40 85 82 / 3 31 37.8% 1.91x +11.08% -11.33%
5D momentum v2 30-39 424 340 / 84 88 25.9% 1.31x +7.81% -7.34%
5D momentum v2 < 20 18298 13730 / 4568 2692 19.6% 0.99x +6.95% -4.66%
5D momentum v2 20-29 1277 915 / 362 179 19.6% 0.99x +6.75% -6.21%

Dollar volume bucket

Bucket Total Checked / Pending Boom Boom rate Lift Avg runup Avg drawdown
Dollar volume >= $5B 754 580 / 174 211 36.4% 1.84x +10.16% -9.36%
Dollar volume $1B-$5B 3281 2569 / 712 768 29.9% 1.51x +8.83% -6.32%
Dollar volume $250M-$1B 9942 7483 / 2459 1266 16.9% 0.85x +6.26% -4.68%
Dollar volume < $250M 6107 4435 / 1672 745 16.8% 0.85x +6.70% -3.69%

Risk level

Bucket Total Checked / Pending Boom Boom rate Lift Avg runup Avg drawdown
High 934 665 / 269 289 43.5% 2.2x +11.04% -7.68%
Elevated 6740 4960 / 1780 1720 34.7% 1.75x +9.70% -6.82%
Medium 11967 9068 / 2899 963 10.6% 0.54x +5.32% -3.63%
Low 443 374 / 69 18 4.8% 0.24x +3.97% -3.35%

Sector

Bucket Total Checked / Pending Boom Boom rate Lift Avg runup Avg drawdown
Information Technology 2953 2220 / 733 982 44.2% 2.23x +11.71% -8.90%
Health Care 2359 1770 / 589 411 23.2% 1.17x +7.30% -3.43%
Materials 1039 779 / 260 177 22.7% 1.15x +8.90% -5.12%
Consumer Discretionary 1880 1410 / 470 300 21.3% 1.08x +7.02% -4.58%
Industrials 3181 2383 / 798 404 17% 0.86x +6.75% -4.02%
Financials 3038 2280 / 758 361 15.8% 0.8x +6.10% -3.83%
Communication Services 915 685 / 230 100 14.6% 0.74x +5.04% -6.30%
Consumer Staples 1399 1050 / 349 123 11.7% 0.59x +5.33% -4.30%
Energy 840 630 / 210 43 6.8% 0.34x +3.83% -6.18%
Real Estate 1240 930 / 310 50 5.4% 0.27x +4.54% -3.63%
Utilities 1240 930 / 310 39 4.2% 0.21x +4.00% -2.61%

Factor study is observational and uses archived market data only. It helps evaluate model quality, not predict or recommend trades.