1. Executive Summary
6E Macro Review for June 2026
The EUR/USD futures benchmark declined approximately 1.52% in June 2026, as the U.S. dollar regained broad support amid a Federal Reserve that held rates steady but struck a notably hawkish tone, pushing back market expectations for near-term easing and reinforcing dollar demand into month-end. Renewed geopolitical uncertainty (including escalating trade friction between the U.S. and key European trading partners) weighed on euro sentiment, with a late-month sell-off amplifying losses as risk appetite deteriorated and positioning was unwound ahead of quarter-end rebalancing. Against this backdrop, the strategy contained drawdown more effectively, returning -0.81% over the same window and outperforming the benchmark by approximately 71 basis points.
Signal Performance Overview for June 2026
Trailing 12-month Sharpe 0.528 and return 1.261% (through the period in Table 3 below). During the report month, the 6E benchmark declined approximately 1.52%; the strategy returned -0.81% over the same window. Drawdown deepened modestly to -2.64% from -1.66% in the prior window, reflecting slightly elevated volatility exposure, while the win rate held broadly stable at 53.90% versus 54.01% (a negligible erosion that signals consistent directional accuracy). Overall, the current period feels marginally more turbulent beneath the surface, but the near-unchanged win rate suggests the strategy's edge remained intact despite the wider drawdown.
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) |
| Trained 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 | -0.450 | 51.678 |
| 2026 Jun | -0.893 | 55.690 |
| 2026 May | -0.301 | 49.264 |
| 2026 Apr | -0.112 | 49.604 |
| 2026 Mar | 0.660 | 57.194 |
| 2026 Feb | -0.699 | 43.489 |
| 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 |
| 2025 Jul | 0.542 | 60.217 |
Table 2: Year over Year Performance Comparison
| Month | Return (%) | Win Rate (%) |
|---|---|---|
| June 2026 | -0.893 | 55.690 |
| June 2025 | 0.425 | 57.225 |
| June 2024 | 0.077 | 51.388 |
Table 3: 12-Months Ending Performance
| Metric | 12 months ending June 2026 | 12 months ending May 2026 | Change |
|---|---|---|---|
| Sharpe | 0.528 | 1.304 | -0.776 |
| Ann Return (%) | 1.261 | 2.603 | -1.342 |
| Win Rate (%) | 53.896 | 54.005 | -0.110 |
| Max DD (%) | -2.642 | -1.657 | -0.986 |
| Volatility | 2.170 | 2.084 | +0.086 |
| Calmar | 0.434 | 1.641 | -1.207 |
Table 4: Quarterly Performance
| Quarter | Sharpe | Return (%) | Win Rate (%) | Max DD (%) | Volatility | Calmar |
|---|---|---|---|---|---|---|
| Q2 2026 | -2.438 | -1.296 | 51.660 | -2.642 | 2.417 | -2.231 |
| Q1 2026 | 1.518 | 0.861 | 51.528 | -1.119 | 2.481 | 3.367 |
Figure 1: Cumulative equity curve showing the trading strategy net long/short performance compared with the 6E price (100 = June 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
