Signal Lab
Model ensemble · directional signalⓘ No proven directional edge at this 1-day horizon (walk-forward testing). Read this as a view to reason about, not a probability — the calibrated edge is the volatility range below.
· 3 of 4 models agree on bullish direction.
· Mixed price + fundamental signals (high input diversity).
· Votes weighted by measured calibration (Brier) — up: holt_trend; down: moving_average_directional.
Model Calibration
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Reliability of each model's stated confidence vs. its realized hit-rate over backtested history. The tick is what the model claimed; the bar is what happened. Brier scores the gap (lower is better; 0.25 ≈ coin flip). Descriptive research diagnostics, not advice.
NG (logreg_directional) — Signal Explanation The ensemble reads as bullish on NG, with 3 of 4 models aligned in that direction and the highest-calibration model (holt_trend) among the bulls. The strongest supporting factor appears to be the EIA storage delta versus the 5-year seasonal norm (approximately -9.4 Bcf), which suggests the market is running below seasonal inventory levels — a structurally supportive fundamental backdrop that factor_composite treats as a consensus-free signal. The most significant contradicting factor is the managed-money net week-on-week delta of -18,027 contracts, which suggests speculative positioning is being trimmed and could indicate that large traders are fading the directional move; the logreg_directional model returning neutral, weighted against the bullish cluster, reinforces this caution. Confidence band: moderate-to-high, reflecting strong model agreement but tempered by elevated volatility regime and the mixed price-momentum picture (RSI and 10-day momentum both flagged as contradicting factors across models). The primary invalidation risk is a sharp reversal in the storage deficit — whether through demand destruction, supply surprise, or a revision to the EIA print — which would undercut the core fundamental premise driving the ensemble.
| Horizon End | Model | Dir | Conf | Exp % | Real % | Δ | Out |
|---|---|---|---|---|---|---|---|