1. Executive Summary
NG Macro Review for July 2026
Natural Gas markets came under significant pressure in July 2026, with the benchmark declining approximately 13.72% over the month, as a combination of softer-than-expected LNG export demand, above-seasonal storage builds, and easing supply-side concerns weighed heavily on prices, pressure that appeared to intensify into month-end as late-July positioning unwound ahead of the August contract roll. The Federal Reserve held rates steady at its July meeting but signaled a cautious tilt toward easing in the coming quarters, a posture that offered limited support to energy commodities given concurrent demand-side headwinds, while geopolitical tensions in key transit regions briefly introduced upside volatility mid-month before fading without a durable price impact. Against this backdrop, the strategy navigated the drawdown effectively, returning +4.28% for the month by reducing directional exposure ahead of the sharpest leg lower and capturing selective mean-reversion opportunities as prices overshot to the downside.
Signal Performance Overview for July 2026
Trailing 12-month Sharpe 0.891 and return 18.352% (through the period in Table 3 below). During the report month, the Natural Gas benchmark (rebased series, see Figure 1) declined approximately 13.72%; the strategy returned +4.28% over the same window. The strategy held its maximum drawdown flat at -11.45% period-over-period, while the win rate edged higher to 52.60% from 51.28%, suggesting modest improvement in trade selection without any deterioration in tail risk. Overall, the current window feels incrementally more constructive than the prior one: drawdown discipline remained intact and the slight uptick in win rate points to marginally better directional consistency in a notoriously volatile commodity.
Signal Coverage — Natural Gas
| Asset Class | Trading Symbol | Name |
|---|---|---|
| Futures | NG | Natural Gas Futures |
| Futures | QG | E-mini Natural Gas Futures |
| ETF | UNG | United States Natural Gas Fund |
2. Trading Strategy
In order to produce the metrics below we use the signal in combination with the trading strategy below:
- Leverage: No leverage is applied for this strategy and metrics
- Positions:
- Entry positions: Every 5 minutes (between 09:45 and 14:00 ET) we decide to take a long, short or no position using 1/51 of our starting portfolio for the day (there are 51 possible openings per day). Each long/short position is then split into 5 parts and executed on each minute for the next 5 minutes following the decision. There is no sizing adjustment.
- Exit positions: We exit all positions at the end of the day. The exits are split over five minutes (15:55–16:00 ET).
- Costs: 2.5 bp round-turn assumption. Extra exchange/clearing fees not included.
- Contract series & roll: Front-month continuous. Switch at the open T–5 trading days before expiration; stop trading the expiring contract and start trading the next.
For detailed examples, flowcharts, and a full walkthrough of the trading strategy, see Benchmark Trading Strategy.
3. Model Training Data and Timeframe
| Category | Value |
|---|---|
| Model Family | Pythia |
| Version | v0.8.0 |
| Exchange | CME Globex |
| Data | Level II Limit Order Book (10 levels) |
| Retrained Time Period | 20Q1 to 24Q4 |
| Final Validation Period | 25Q1 to 26Q2 |
4. Performance Metrics
Table 1: Monthly Return and Win Rate Metrics (Last 12 Months)
| Month | Return (%) | Win Rate (%) |
|---|---|---|
| 2026 YTD | 7.710 | 52.027 |
| 2026 Jul | 3.804 | 56.915 |
| 2026 Jun | 0.140 | 51.512 |
| 2026 May | -3.510 | 48.598 |
| 2026 Apr | -1.681 | 47.472 |
| 2026 Mar | -1.362 | 47.629 |
| 2026 Feb | 6.108 | 53.816 |
| 2026 Jan | 5.516 | 58.419 |
| 2025 Dec | -1.893 | 44.074 |
| 2025 Nov | 4.114 | 57.260 |
| 2025 Oct | 0.513 | 46.569 |
| 2025 Sep | 2.035 | 53.987 |
| 2025 Aug | 5.117 | 64.698 |
Table 2: Year over Year Performance Comparison
| Month | Return (%) | Win Rate (%) |
|---|---|---|
| Jul 2026 | 3.804 | 56.915 |
| Jul 2025 | -2.969 | 41.354 |
| Jul 2024 | 2.320 | 54.485 |
Table 3: 12-Months Ending Performance
| Metric | 12 months ending Jul 2026 | 12 months ending Jun 2026 | Change |
|---|---|---|---|
| Sharpe | 0.891 | 0.555 | +0.336 |
| Ann Return (%) | 18.352 | 10.670 | +7.682 |
| Win Rate (%) | 52.598 | 51.276 | +1.322 |
| Max DD (%) | -11.452 | -11.452 | 0.000 |
| Volatility | 19.982 | 18.704 | +1.278 |
| Calmar | 1.555 | 0.907 | +0.648 |
Figure 1: Cumulative equity curve showing the trading strategy net long/short performance compared with the NG price (100 = July 01, 2026)
5. Next Steps
Download historical predictions for this month using the Client API and confirm performance in your own test harness.
- Sign-up: Start Free Trial
- API Documentation: https://quantumsignals.ai/documentation
6. Contact
Please reach out with any questions or comments at: info[at]quantumsignals.ai
