1. Executive Summary
6E Macro Review for July 2026
The Euro appreciated roughly 1.20% against the US dollar over July, supported by a shift in ECB communication toward a more cautious, on-hold stance after a run of prior cuts, while the Federal Reserve signalled it remained in no hurry to ease further, keeping rate-differential dynamics broadly EUR-supportive. Geopolitical tensions in the Middle East and residual uncertainty around US trade policy added intermittent safe-haven demand for the dollar mid-month, briefly capping EUR/USD gains, though a late-month softening in US labour data reignited dollar selling and drove a modest rally into month-end. Against this backdrop, the strategy returned +0.10%, meaningfully lagging the benchmark's +1.20% advance, suggesting positioning was either defensively sized or partially faded the directional move during the month.
Signal Performance Overview for July 2026
Trailing 12-month Sharpe 0.217 and return 0.687% (through the period in Table 3 below). During the report month, the EUR/USD benchmark (rebased series, see Figure 1) rose approximately 1.20%; the strategy returned +0.10% over the same window. Risk Posture & Period Comparison: The strategy maintained disciplined risk control with a max drawdown of -2.75%, a modest 11 basis point deterioration versus the prior window's -2.64%, suggesting contained but slightly elevated tail exposure. Win rate edged down to 52.47% from 53.88%, indicating a marginally less favorable hit ratio that, combined with the drawdown drift, points to a modestly softer period without any meaningful breakdown in overall risk character.
Signal Coverage — EUR/USD
| Asset Class | Trading Symbol | Name |
|---|---|---|
| Futures | 6E, M6E | Euro FX Futures |
| ETF | FXE | Invesco CurrencyShares Euro Trust |
| Spot | EUR/USD | Euro / US Dollar Spot |
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: 1 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 | v0.6.0 |
| Exchange | CME Globex |
| Data | Level II Limit Order Book (10 levels) |
| Retrained Time Period | 21Q1 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 | -0.472 | 50.486 |
| 2026 Jul | 0.006 | 43.494 |
| 2026 Jun | -0.893 | 55.690 |
| 2026 May | -0.301 | 49.264 |
| 2026 Apr | -0.112 | 49.604 |
| 2026 Mar | 0.623 | 56.744 |
| 2026 Feb | -0.690 | 44.323 |
| 2026 Jan | 0.906 | 52.161 |
| 2025 Dec | 0.250 | 58.272 |
| 2025 Nov | -0.371 | 42.849 |
| 2025 Oct | 0.613 | 60.613 |
| 2025 Sep | 0.084 | 55.285 |
| 2025 Aug | 0.587 | 59.305 |
Table 2: Year over Year Performance Comparison
| Month | Return (%) | Win Rate (%) |
|---|---|---|
| Jul 2026 | 0.006 | 43.494 |
| Jul 2025 | 0.542 | 60.217 |
| Jul 2024 | 0.080 | 52.383 |
Table 3: 12-Months Ending Performance
| Metric | 12 months ending Jul 2026 | 12 months ending Jun 2026 | Change |
|---|---|---|---|
| Sharpe | 0.217 | 0.515 | -0.299 |
| Ann Return (%) | 0.687 | 1.234 | -0.547 |
| Win Rate (%) | 52.468 | 53.881 | -1.413 |
| Max DD (%) | -2.752 | -2.642 | -0.110 |
| Volatility | 2.174 | 2.164 | +0.010 |
| Calmar | 0.171 | 0.422 | -0.251 |
Figure 1: Cumulative equity curve showing the trading strategy net long/short performance compared with the 6E 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
