Alpha Report
Natural Gas | July 2026

Market SectorEnergyModelPythia-v0.8.0
Date FromJul 01 2026Date ToJul 31 2026
Published Aug 4, 2026

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 ClassTrading SymbolName
FuturesNGNatural Gas Futures
FuturesQGE-mini Natural Gas Futures
ETFUNGUnited 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

CategoryValue
Model FamilyPythia
Versionv0.8.0
ExchangeCME Globex
DataLevel II Limit Order Book (10 levels)
Retrained Time Period20Q1 to 24Q4
Final Validation Period25Q1 to 26Q2

4. Performance Metrics

Table 1: Monthly Return and Win Rate Metrics (Last 12 Months)

MonthReturn (%)Win Rate (%)
2026 YTD7.71052.027
2026 Jul3.80456.915
2026 Jun0.14051.512
2026 May-3.51048.598
2026 Apr-1.68147.472
2026 Mar-1.36247.629
2026 Feb6.10853.816
2026 Jan5.51658.419
2025 Dec-1.89344.074
2025 Nov4.11457.260
2025 Oct0.51346.569
2025 Sep2.03553.987
2025 Aug5.11764.698

Table 2: Year over Year Performance Comparison

MonthReturn (%)Win Rate (%)
Jul 20263.80456.915
Jul 2025-2.96941.354
Jul 20242.32054.485

Table 3: 12-Months Ending Performance

Metric12 months ending Jul 202612 months ending Jun 2026Change
Sharpe0.8910.555+0.336
Ann Return (%)18.35210.670+7.682
Win Rate (%)52.59851.276+1.322
Max DD (%)-11.452-11.4520.000
Volatility19.98218.704+1.278
Calmar1.5550.907+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.

6. Contact

Please reach out with any questions or comments at: info[at]quantumsignals.ai