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, factor_composite; 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.
**Ensemble view:** The signal reads as cautiously bullish, with three of four models aligned to the upside and the highest-calibration models (holt_trend, factor_composite) carrying the directional weight. **Strongest supporting factor:** The factor_composite model appears to derive its primary conviction from an EIA storage draw relative to consensus (−0.3 Bcf) and a managed-money net positioning shift; taken together, these suggest modest but real fundamental tightening pressure rather than purely technical momentum. **Strongest contradicting factor:** The managed-money net week-on-week delta of −9,484 contracts reads as a meaningful positioning unwind, which contradicts the bullish framing and suggests speculative participants may be fading the move rather than adding exposure. **Confidence band: Moderate** — downgraded from the model-reported "high" given elevated volatility regime and the internal tension between the storage signal and the COT positioning data, which introduces meaningful input diversity risk. **Invalidation caveat:** A storage print materially above consensus in the next EIA release, or continued managed-money net selling, could rapidly undermine the fundamental leg of this signal and shift ensemble direction toward neutral.
- Model outputs are statistical inferences only, not financial advice.
- Based on synthetic mock data for research purposes.
Goldeneye is a research and decision-support terminal. It does not provide personalized financial advice, does not execute trades against real brokers, and does not guarantee any forecast or scenario. Paper trading is simulated. For research, education, and decision-quality practice only.
| Horizon End | Model | Dir | Conf | Exp % | Real % | Δ | Out |
|---|---|---|---|---|---|---|---|