Cohort-level event study: Validation Lab →
Label calibration — what each classification has historically preceded (measured, not promised)
protocol 8a1df3604cc7 · forward ledger only · registered before computation · benchmark-relative outcomes at k=20
LabelDirection classn outcomesMean excess k=20Direction consistencyBadge
NEUTRALnone18970.27%DESCRIPTIVE
WATCHnone11681.94%DESCRIPTIVE
BULLISHpositive6583.08%0.63DESCRIPTIVE
WEAKENINGnegative547-3.95%0.61DESCRIPTIVE
STRONG_BULLISHpositive136-10.39%0.09PRELIMINARY
NEGATIVE_EVENTnegative21-5.71%0.75UNDERPOWERED

Registered primary: pooled direction-consistency of the directional labels at k=20 = 0.555 CI (0.467, 0.645) [DESCRIPTIVE] over n=921 outcomes / 67 clustered tickers — the interval includes 0.5, so directional meaning is not yet demonstrated at this sample; that is the finding, printed as measured. STRONG_BULLISH reads anti-consistent at k=20 at current n — also printed as measured; the record accrues daily. Labels with no forward outcomes yet: BEARISH_WATCH, RISK_ALERT. Non-directional labels carry no consistency claim by construction. The score-to-label mapping is fixed thresholds, published in the methodology (score-to-label thresholds) — the thresholds carry no outcome promise; this panel measures the outcomes. Investment implication: none established — no buy, sell, or alpha conclusion is supported by this page.

DISCLAIMER — Research / education only. Not investment advice. Past results — in-sample or forward-tracked — do not predict future performance. YUCLAW is not a registered investment adviser.
This page's forward panels mature one trading day behind the snapshot record (a 1-day outcome needs the next close).
FORWARD TRACKING LEDGER — Out-of-Sample · matured through 2026-09-08
date range 2026-05-20 → 2026-09-09  ·  total signals 6639  ·  directional 1826
labelndirectional matured 1d/5d/20d hit 1d/5d/20d median return 5d median excess 5d
BULLISH782782778/768/69057% (n=778) / 56% (n=768) / 64% (n=690)+0.6%+0.1%
NEGATIVE_EVENT323231/29/2158% (n=31) / 34% (n=29) / 43% (n=21)+3.1%+3.3%
NEUTRAL274702719/2578/2079— / — / —+0.2%-0.0%
STRONG_BULLISH142142142/142/13742% (n=142) / 27% (n=142) / 12% (n=137)-2.6%-1.7%
WATCH206602028/1853/1406— / — / —+0.2%-0.1%
WEAKENING870870862/795/64746% (n=862) / 45% (n=795) / 45% (n=647)+0.4%+0.4%
OVERALL663918266560/6165/498051% (n=1813) / 48% (n=1734) / 51% (n=1495)+0.2%-0.0%
Frozen historical window (2026-02-18 → 2026-05-13) — this regime closed when forward tracking began and is never updated, by design.
IN-SAMPLE EVENT VALIDATION — Replay
date range 2026-02-18 → 2026-05-13  ·  total signals 1027  ·  directional 235
⚠ Note on the in-sample panel: market-data components C1 / C3 / C4 / C5 / C7 ran at 0.3 confidence because the upstream dashboard cache holds only the latest snapshot. Evidence components C6 (events), C8 (cascade), C9 (model trust) are point-in-time exact. The in-sample event validation therefore primarily reflects the evidence layer.
labelndirectional matured 1d/5d/20d hit 1d/5d/20d median return 5d median excess 5d
BEARISH_WATCH111/1/10% (n=1) prelim / 0% (n=1) prelim / 100% (n=1) prelim+0.5%-1.1%
BULLISH505050/50/5040% (n=50) / 64% (n=50) / 82% (n=50)+1.5%+1.5%
NEGATIVE_EVENT373737/37/3765% (n=37) / 57% (n=37) / 51% (n=37)-1.2%-0.6%
NEUTRAL3390339/339/339— / — / —+0.1%-0.3%
WATCH4530453/453/453— / — / —-0.1%-0.4%
WEAKENING147147147/147/14756% (n=147) / 50% (n=147) / 37% (n=147)+0.1%-0.2%
OVERALL10272351027/1027/102754% (n=235) / 54% (n=235) / 49% (n=235)+0.1%-0.3%
METHODOLOGY
Full methodology, data sources, limitations, and definitions are documented at docs/methodology/backfill.md. Key points: data window is 2026-02-18 to 2026-05-17 (~90 days, all post-Llama 3.1 70B training cutoff); in-sample signals were reconstructed via point-in-time replay (leak-audited, zero future-event leakage); the Forward Tracking Ledger begins 2026-05-20 and matures daily — 20-day outcomes mature in mid-June.
DISCLAIMER — Research / education only. Not investment advice. Past results — in-sample or forward-tracked — do not predict future performance. YUCLAW is not a registered investment adviser.
Data through 2026-09-08 (last completed U.S. trading day) · regenerated daily after market close