30-Day Backtest โ Would You Have Caught This?
Generated 2026-06-09 03:43 PT ยท 19 symbols ยท 30 historical dates ยท 299 total signals
Backtest methodology
For each of the last 30 trading days, the engine computes its backtestable composite (momentum + RSI + sector_rs) on that day's closing data and flags signal conditions. We then look forward 5, 10, and 20 trading days to measure whether the signal was actionable.
| Flag |
Meaning |
Direction expected |
strong_long |
partial composite > +1.5 |
up |
strong_short |
partial composite < โ1.5 |
down |
sector_laggard |
sector_rs z < โ1.0 |
down |
momentum_collapse |
mom_z < โ1.5 AND rsi_z < โ1 |
down |
hidden_laggard |
sector_rs < โ0.8 BUT mom_z > +0.5 |
down |
Hit rate = % of forward windows that went in the expected direction. Avg signal return = mean forward return, sign-flipped for short signals (so positive = signal worked).
Aggregate performance
| Flag |
# signals |
5d hit rate |
5d avg |
20d hit rate |
20d avg |
sector_laggard |
147 |
39% |
-2.76% |
34% |
-8.93% |
strong_long |
131 |
74% |
+6.93% |
80% |
+25.92% |
strong_short |
75 |
41% |
-4.03% |
25% |
-9.98% |
momentum_collapse |
32 |
59% |
+0.64% |
53% |
+0.68% |
hidden_laggard |
5 |
0% |
-3.95% |
20% |
-4.95% |
Highest-impact catches
Signals where forward returns aligned strongly with the engine's direction.
| Date |
Symbol |
Flags |
Partial composite |
5d |
10d |
20d |
| 2026-05-01 |
DELL |
strong_long |
+1.91 |
+23.93% |
+15.14% |
+121.71% |
| 2026-05-04 |
DELL |
strong_long |
+1.76 |
+16.73% |
+12.47% |
+105.68% |
| 2026-04-30 |
DELL |
strong_long |
+1.84 |
+10.20% |
+18.64% |
+101.44% |
| 2026-05-05 |
DELL |
strong_long |
+1.63 |
+10.46% |
+8.76% |
+94.66% |
| 2026-04-10 |
AMD |
strong_long |
+1.59 |
+13.61% |
+41.94% |
+85.76% |
| 2026-05-06 |
MRVL |
strong_long |
+1.71 |
+3.37% |
+8.51% |
+83.81% |
| 2026-04-08 |
AMD |
strong_long |
+1.77 |
+11.35% |
+30.90% |
+81.77% |
| 2026-05-05 |
MRVL |
strong_long |
+1.75 |
-2.52% |
+4.46% |
+78.76% |
| 2026-05-04 |
MRVL |
strong_long |
+1.77 |
+4.39% |
+3.22% |
+77.68% |
| 2026-05-06 |
DELL |
strong_long |
+1.70 |
+2.12% |
+1.73% |
+76.74% |
| 2026-04-09 |
AMD |
strong_long |
+1.77 |
+17.59% |
+29.03% |
+72.61% |
| 2026-05-07 |
DELL |
strong_long |
+1.80 |
+7.65% |
+9.78% |
+71.27% |
| 2026-05-08 |
MRVL |
strong_long |
+1.90 |
+3.97% |
+15.40% |
+69.78% |
| 2026-03-27 |
MRVL |
strong_long |
+1.72 |
+15.42% |
+38.45% |
+66.83% |
| 2026-05-06 |
ARM |
strong_long |
+1.79 |
-6.78% |
+8.19% |
+65.80% |
Per-symbol flag history
AAPL โ 7 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-30 |
sector_laggard |
0.43 |
-0.78 |
-1.16 |
+5.93% |
+15.11% |
| 2026-05-01 |
sector_laggard, hidden_laggard |
0.68 |
-1.29 |
-1.59 |
+4.70% |
+9.44% |
| 2026-05-04 |
sector_laggard |
0.46 |
-1.05 |
-1.92 |
+5.82% |
+13.97% |
| 2026-05-05 |
sector_laggard |
0.49 |
-1.04 |
-1.52 |
+3.83% |
+9.28% |
| 2026-05-06 |
sector_laggard, hidden_laggard |
0.59 |
-1.4 |
-1.41 |
+4.05% |
+8.35% |
| 2026-05-07 |
sector_laggard, hidden_laggard |
0.57 |
-1.14 |
-1.42 |
+3.84% |
+7.02% |
| 2026-05-08 |
sector_laggard, hidden_laggard |
0.69 |
-1.26 |
-1.65 |
+2.45% |
+2.90% |
AMD โ 17 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-27 |
strong_long |
3.0 |
-2.0 |
2.0 |
+2.06% |
+50.58% |
| 2026-04-28 |
strong_long |
2.86 |
-2.0 |
2.0 |
+9.92% |
+53.32% |
| 2026-04-29 |
strong_long |
3.0 |
-2.0 |
2.0 |
+25.00% |
+53.69% |
| 2026-04-30 |
strong_long |
3.0 |
-2.0 |
2.0 |
+15.22% |
+45.59% |
| 2026-05-01 |
strong_long |
3.0 |
-2.0 |
2.0 |
+26.25% |
+41.49% |
| 2026-05-04 |
strong_long |
2.92 |
-1.6 |
2.0 |
+34.33% |
+52.70% |
| 2026-05-05 |
strong_long |
3.0 |
-1.69 |
2.0 |
+26.19% |
+52.71% |
| 2026-05-06 |
strong_long |
3.0 |
-2.0 |
2.0 |
+5.72% |
+24.16% |
| 2026-05-07 |
strong_long |
3.0 |
-1.73 |
2.0 |
+10.10% |
+14.18% |
| 2026-05-08 |
strong_long |
3.0 |
-2.0 |
2.0 |
-6.83% |
+7.72% |
ARM โ 3 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-24 |
strong_long |
3.0 |
-2.0 |
2.0 |
-10.06% |
+30.54% |
| 2026-05-06 |
strong_long |
3.0 |
-1.53 |
2.0 |
-6.78% |
+65.80% |
| 2026-05-08 |
strong_long |
2.41 |
-0.73 |
2.0 |
-1.93% |
+62.42% |
CRWD โ 12 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-09 |
sector_laggard |
-1.75 |
0.65 |
-1.24 |
+5.96% |
+28.13% |
| 2026-04-10 |
sector_laggard |
-1.98 |
0.6 |
-1.65 |
+11.85% |
+39.25% |
| 2026-04-13 |
sector_laggard |
-1.49 |
0.2 |
-1.34 |
+7.68% |
+34.81% |
| 2026-04-14 |
sector_laggard |
-1.64 |
-0.11 |
-1.43 |
+12.83% |
+37.06% |
| 2026-04-15 |
sector_laggard |
-1.26 |
-0.48 |
-1.28 |
+13.50% |
+36.83% |
| 2026-04-16 |
sector_laggard |
-1.5 |
-0.49 |
-1.29 |
+6.50% |
+38.68% |
| 2026-04-17 |
sector_laggard |
-1.39 |
-1.15 |
-1.24 |
+5.70% |
+40.13% |
| 2026-04-20 |
sector_laggard |
-1.02 |
-1.13 |
-1.14 |
+4.95% |
+42.87% |
| 2026-04-23 |
sector_laggard |
-0.74 |
-0.8 |
-1.2 |
+0.08% |
+45.54% |
| 2026-04-24 |
sector_laggard |
-0.59 |
-0.85 |
-1.2 |
+1.68% |
+48.05% |
CRWV โ 6 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-10 |
momentum_collapse |
-2.17 |
-1.14 |
1.91 |
+14.56% |
+11.91% |
| 2026-04-13 |
momentum_collapse |
-1.52 |
-1.39 |
2.0 |
+6.49% |
+4.02% |
| 2026-04-17 |
momentum_collapse |
-1.53 |
-2.0 |
1.68 |
-5.74% |
-8.17% |
| 2026-04-21 |
momentum_collapse |
-1.56 |
-2.0 |
1.71 |
-8.36% |
-13.33% |
| 2026-04-24 |
momentum_collapse |
-1.86 |
-1.52 |
-0.36 |
+8.05% |
-4.22% |
| 2026-04-27 |
momentum_collapse |
-1.51 |
-1.45 |
0.31 |
+11.93% |
-5.51% |
DELL โ 24 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-27 |
strong_long |
3.0 |
-1.53 |
2.0 |
-2.00% |
+41.26% |
| 2026-04-28 |
strong_long |
3.0 |
-0.81 |
2.0 |
+5.05% |
+48.26% |
| 2026-04-29 |
strong_long |
3.0 |
-1.0 |
2.0 |
+16.11% |
+54.16% |
| 2026-04-30 |
strong_long |
3.0 |
-1.28 |
2.0 |
+10.20% |
+101.44% |
| 2026-05-01 |
strong_long |
3.0 |
-0.97 |
2.0 |
+23.93% |
+121.71% |
| 2026-05-04 |
strong_long |
2.87 |
-1.36 |
2.0 |
+16.73% |
+105.68% |
| 2026-05-05 |
strong_long |
2.86 |
-2.0 |
2.0 |
+10.46% |
+94.66% |
| 2026-05-06 |
strong_long |
3.0 |
-2.0 |
2.0 |
+2.12% |
+76.74% |
| 2026-05-07 |
strong_long |
3.0 |
-1.48 |
2.0 |
+7.65% |
+71.27% |
| 2026-05-08 |
strong_long |
3.0 |
-1.9 |
2.0 |
-7.09% |
+53.87% |
GLW โ 30 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-27 |
strong_long |
3.0 |
-1.14 |
2.0 |
-4.79% |
+16.76% |
| 2026-04-28 |
strong_long |
3.0 |
0.73 |
2.0 |
+5.91% |
+24.72% |
| 2026-04-29 |
strong_long |
3.0 |
1.15 |
2.0 |
+19.53% |
+20.45% |
| 2026-04-30 |
strong_long |
3.0 |
0.37 |
2.0 |
+11.06% |
+10.47% |
| 2026-05-01 |
strong_long |
3.0 |
0.87 |
2.0 |
+18.12% |
+11.82% |
| 2026-05-04 |
strong_long |
3.0 |
0.67 |
2.0 |
+29.65% |
+25.47% |
| 2026-05-05 |
strong_long |
3.0 |
0.33 |
1.54 |
+22.29% |
+24.04% |
| 2026-05-06 |
strong_long |
3.0 |
-0.65 |
1.97 |
+13.74% |
+9.05% |
| 2026-05-07 |
strong_long |
3.0 |
-0.77 |
2.0 |
+14.19% |
-2.49% |
| 2026-05-08 |
strong_long |
3.0 |
-0.88 |
1.8 |
+2.61% |
+0.47% |
GOOGL โ 7 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-30 |
strong_long |
3.0 |
-2.0 |
1.41 |
+3.43% |
-1.16% |
| 2026-05-01 |
strong_long |
3.0 |
-2.0 |
1.56 |
+3.92% |
-2.42% |
| 2026-05-04 |
strong_long |
3.0 |
-2.0 |
1.56 |
+1.41% |
-5.58% |
| 2026-05-05 |
strong_long |
3.0 |
-2.0 |
2.0 |
-0.28% |
-7.58% |
| 2026-05-06 |
strong_long |
3.0 |
-2.0 |
2.0 |
+1.15% |
-6.49% |
| 2026-05-07 |
strong_long |
3.0 |
-2.0 |
2.0 |
+0.77% |
-7.40% |
| 2026-05-08 |
strong_long |
3.0 |
-2.0 |
2.0 |
-1.00% |
-9.30% |
HOOD โ 26 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-21 |
sector_laggard, momentum_collapse, strong_short |
-3.0 |
-1.6 |
-1.83 |
-5.04% |
-14.20% |
| 2026-04-22 |
sector_laggard, momentum_collapse, strong_short |
-2.87 |
-1.65 |
-1.56 |
-19.48% |
-14.33% |
| 2026-04-23 |
sector_laggard, momentum_collapse, strong_short |
-3.0 |
-1.2 |
-1.89 |
-12.75% |
-9.12% |
| 2026-04-24 |
sector_laggard, momentum_collapse, strong_short |
-2.96 |
-1.22 |
-1.56 |
-13.04% |
-13.07% |
| 2026-04-27 |
sector_laggard, momentum_collapse, strong_short |
-2.95 |
-1.15 |
-1.43 |
-8.81% |
-11.75% |
| 2026-04-28 |
sector_laggard, strong_short |
-3.0 |
-0.83 |
-1.5 |
-6.14% |
-7.12% |
| 2026-04-29 |
sector_laggard, strong_short |
-3.0 |
-0.07 |
-1.74 |
+11.03% |
+19.16% |
| 2026-04-30 |
sector_laggard, strong_short |
-3.0 |
-0.24 |
-1.42 |
+4.65% |
+29.37% |
| 2026-05-01 |
strong_short |
-3.0 |
-0.13 |
-0.53 |
+4.58% |
+23.17% |
| 2026-05-06 |
strong_short |
-3.0 |
0.67 |
-0.53 |
-2.91% |
+11.74% |
IBM โ 27 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-27 |
sector_laggard |
-1.5 |
0.83 |
-2.0 |
+0.63% |
+10.74% |
| 2026-04-28 |
sector_laggard |
-1.41 |
0.41 |
-2.0 |
-1.72% |
+10.32% |
| 2026-04-29 |
sector_laggard |
-1.55 |
0.47 |
-2.0 |
-0.60% |
+17.20% |
| 2026-04-30 |
sector_laggard |
-1.56 |
-0.01 |
-2.0 |
+0.14% |
+29.88% |
| 2026-05-01 |
sector_laggard |
-1.47 |
0.3 |
-2.0 |
-0.32% |
+39.01% |
| 2026-05-04 |
sector_laggard, strong_short |
-2.04 |
0.57 |
-2.0 |
-1.87% |
+44.52% |
| 2026-05-05 |
sector_laggard, strong_short |
-2.17 |
0.88 |
-2.0 |
-3.58% |
+34.43% |
| 2026-05-06 |
sector_laggard |
-2.25 |
1.49 |
-2.0 |
-4.22% |
+34.66% |
| 2026-05-07 |
sector_laggard |
-2.01 |
1.24 |
-2.0 |
-4.90% |
+24.05% |
| 2026-05-08 |
sector_laggard |
-2.04 |
1.24 |
-2.0 |
-4.55% |
+22.22% |
MRVL โ 29 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-27 |
strong_long |
3.0 |
-2.0 |
2.0 |
+3.44% |
+31.64% |
| 2026-04-28 |
strong_long |
3.0 |
-1.96 |
2.0 |
+10.13% |
+29.67% |
| 2026-04-29 |
strong_long |
3.0 |
-1.92 |
2.0 |
+9.95% |
+30.82% |
| 2026-04-30 |
strong_long |
3.0 |
-1.92 |
2.0 |
-3.11% |
+24.13% |
| 2026-05-01 |
strong_long |
3.0 |
-1.83 |
2.0 |
+3.14% |
+33.03% |
| 2026-05-04 |
strong_long |
3.0 |
-1.66 |
2.0 |
+4.39% |
+77.68% |
| 2026-05-05 |
strong_long |
3.0 |
-1.77 |
2.0 |
-2.52% |
+78.76% |
| 2026-05-06 |
strong_long |
3.0 |
-1.95 |
2.0 |
+3.37% |
+83.81% |
| 2026-05-07 |
strong_long |
3.0 |
-0.94 |
2.0 |
+14.11% |
+64.66% |
| 2026-05-08 |
strong_long |
3.0 |
-1.0 |
2.0 |
+3.97% |
+69.78% |
MSFT โ 28 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-23 |
sector_laggard, momentum_collapse, strong_short |
-1.56 |
-1.48 |
-1.87 |
-1.92% |
+1.02% |
| 2026-04-24 |
sector_laggard, strong_short |
-1.39 |
-1.66 |
-1.91 |
-2.40% |
-1.21% |
| 2026-04-27 |
sector_laggard |
-1.41 |
-1.7 |
-1.12 |
-2.64% |
-1.86% |
| 2026-04-30 |
sector_laggard |
-1.78 |
-1.0 |
-1.3 |
+3.19% |
+10.65% |
| 2026-05-01 |
sector_laggard, strong_short |
-1.67 |
-0.86 |
-1.71 |
+0.16% |
+11.36% |
| 2026-05-04 |
sector_laggard |
-1.72 |
-0.63 |
-1.43 |
-0.23% |
+6.93% |
| 2026-05-05 |
sector_laggard |
-1.86 |
-0.01 |
-1.47 |
-0.88% |
+4.10% |
| 2026-05-06 |
sector_laggard |
-1.94 |
0.24 |
-1.84 |
-2.11% |
+3.63% |
| 2026-05-07 |
sector_laggard |
-1.83 |
0.07 |
-1.71 |
-2.70% |
-0.76% |
| 2026-05-08 |
sector_laggard |
-1.73 |
0.11 |
-2.0 |
+1.64% |
-0.60% |
NVDA โ 2 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-05-05 |
sector_laggard |
0.22 |
0.16 |
-1.15 |
+12.36% |
+9.29% |
| 2026-05-08 |
hidden_laggard |
0.51 |
-0.69 |
-0.97 |
+4.70% |
-2.94% |
ORCL โ 25 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-20 |
momentum_collapse, strong_short |
-3.0 |
-1.97 |
-0.68 |
-2.60% |
+5.09% |
| 2026-04-21 |
momentum_collapse, strong_short |
-3.0 |
-1.86 |
-0.41 |
-8.40% |
+0.16% |
| 2026-04-22 |
momentum_collapse, strong_short |
-3.0 |
-2.0 |
-0.52 |
-12.62% |
+0.35% |
| 2026-04-23 |
momentum_collapse, strong_short |
-3.0 |
-1.33 |
-0.43 |
-8.45% |
+7.65% |
| 2026-04-24 |
momentum_collapse, strong_short |
-3.0 |
-1.2 |
-0.69 |
-0.84% |
+10.85% |
| 2026-04-27 |
momentum_collapse, strong_short |
-3.0 |
-1.32 |
-0.68 |
+4.24% |
+11.62% |
| 2026-04-28 |
strong_short |
-3.0 |
-0.92 |
-0.87 |
+11.68% |
+15.06% |
| 2026-04-29 |
momentum_collapse, strong_short |
-3.0 |
-1.08 |
-0.7 |
+18.43% |
+24.34% |
| 2026-04-30 |
strong_short |
-3.0 |
-0.95 |
-0.77 |
+20.57% |
+39.90% |
| 2026-05-01 |
strong_short |
-3.0 |
-0.72 |
0.02 |
+14.04% |
+44.42% |
PLTR โ 27 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-24 |
sector_laggard |
-1.64 |
0.26 |
-1.66 |
+0.68% |
-4.34% |
| 2026-04-27 |
sector_laggard |
-1.64 |
0.39 |
-1.52 |
+2.05% |
-4.54% |
| 2026-04-28 |
sector_laggard |
-1.85 |
-0.03 |
-1.35 |
-3.73% |
-6.14% |
| 2026-04-29 |
sector_laggard, strong_short |
-2.0 |
-0.55 |
-1.63 |
-3.03% |
+3.89% |
| 2026-04-30 |
sector_laggard, strong_short |
-1.73 |
-0.83 |
-2.0 |
-1.48% |
+12.53% |
| 2026-05-01 |
sector_laggard |
-1.68 |
-0.87 |
-1.41 |
-4.35% |
+11.51% |
| 2026-05-05 |
sector_laggard, strong_short |
-2.35 |
0.44 |
-1.75 |
+0.07% |
+4.63% |
| 2026-05-06 |
sector_laggard, strong_short |
-2.45 |
0.61 |
-2.0 |
-2.80% |
+5.91% |
| 2026-05-07 |
sector_laggard, strong_short |
-2.59 |
0.64 |
-2.0 |
-2.42% |
-1.11% |
| 2026-05-08 |
sector_laggard, strong_short |
-2.43 |
0.55 |
-2.0 |
-2.76% |
-0.97% |
TRX โ 21 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-27 |
strong_long |
3.0 |
1.98 |
0.0 |
-3.48% |
-4.35% |
| 2026-04-28 |
strong_long |
3.0 |
2.0 |
0.0 |
-0.88% |
-5.31% |
| 2026-04-29 |
strong_long |
3.0 |
2.0 |
0.0 |
+13.76% |
+0.92% |
| 2026-04-30 |
strong_long |
3.0 |
2.0 |
0.0 |
+12.84% |
+5.50% |
| 2026-05-01 |
strong_long |
3.0 |
2.0 |
0.0 |
+10.53% |
-0.88% |
| 2026-05-04 |
strong_long |
3.0 |
2.0 |
0.0 |
+15.32% |
+1.80% |
| 2026-05-05 |
strong_long |
3.0 |
2.0 |
0.0 |
+16.07% |
-4.46% |
| 2026-05-06 |
strong_long |
3.0 |
0.86 |
0.0 |
+1.61% |
-15.32% |
| 2026-05-07 |
strong_long |
3.0 |
1.26 |
0.0 |
-2.44% |
-21.95% |
| 2026-05-08 |
strong_long |
3.0 |
0.83 |
0.0 |
-10.32% |
-26.19% |
TSLA โ 8 flags across the window
| Date |
Flags |
mom_z |
rsi_z |
sec_rs_z |
5d |
20d |
| 2026-04-08 |
sector_laggard |
-1.9 |
1.2 |
-1.21 |
+14.19% |
+16.16% |
| 2026-04-09 |
sector_laggard |
-2.06 |
0.91 |
-1.37 |
+12.52% |
+19.15% |
| 2026-04-10 |
sector_laggard |
-1.66 |
0.54 |
-1.3 |
+14.81% |
+22.75% |
| 2026-04-13 |
sector_laggard |
-1.5 |
0.87 |
-1.31 |
+11.37% |
+26.27% |
| 2026-04-14 |
sector_laggard |
-1.64 |
0.53 |
-1.2 |
+6.10% |
+19.01% |
| 2026-04-20 |
sector_laggard |
-0.42 |
-0.92 |
-1.06 |
-3.52% |
+4.46% |
| 2026-04-21 |
sector_laggard |
-0.95 |
-0.39 |
-1.08 |
-2.69% |
+4.58% |
| 2026-04-24 |
sector_laggard |
-1.02 |
-0.75 |
-1.05 |
+3.86% |
+13.21% |