KwantOne was built to solve the single biggest problem in trading education: the complete absence of verifiable, transparent data. Most educators sell confidence. We sell math. Here is why that matters — and where it came from.
After years of trading US equity futures, the same question kept surfacing: how do you know if your edge is real? Not whether your last few trades worked. Not whether your strategy "feels" right. Whether the mathematical expectation of your system — across hundreds of trades — is positive.
Most traders can't answer that question. Not because they aren't smart. Because nobody taught them how to calculate it — and most educators have never verified their own strategies against decades of historical data.
The overnight range breakout wasn't discovered as a trading strategy. It was verified as a structural market behavior through systematic analysis. Starting with a hypothesis — that US equity futures consolidate overnight and break out consistently at the open — and testing it across every available session across four instruments going back to 2006.
The result: 17,188 sessions. 20 years. A breakout rate between 98.7% and 99.0% across all four instruments. An expected value calculation that can be verified, scrutinized, and challenged. That transparency is not a marketing choice — it's the foundation of the system.
Every trading session from January 2006 through April 2026 across ES, NQ, and YM — and from July 2017 through April 2026 for RTY. For each session, the overnight range (midnight to 6:00 AM EST) was identified and the following measured:
All statistics are expressed as multiples of the overnight session range — not in absolute points. This makes every number regime-agnostic: it works the same whether the overnight range was 8 points or 40 points, whether the year was 2010 or 2025.
A P50 MFE of 1.079× on ES means the median breakout traveled 1.079 times the overnight range past the session high. On a 20-point range, that's 21.6 points. On a 30-point range, it's 32.4 points. The same statistic, the same relative behavior, across any volatility regime. That's what makes the research durable across 20 years.
Every claim is backed by a number. Every number comes from real historical data. Win rates are published. Expected value is calculable. There is no black box at KwantOne — just 20 years of transparent research.
The strategy is not based on patterns or intuition. It is derived from systematic analysis of market structure — the same overnight range behavior that has persisted across every market regime since 2006.
The data is only useful if it's applied consistently. KwantOne's coaching system exists specifically to build the discipline to take every qualifying setup — not some of them, not the ones that feel right. All of them.
We publish our research. We disclose our win rates. We explain the losing trade scenarios — not just the winning ones. The 30-day money back guarantee exists because we believe in the data enough to stand behind it.
KwantOne is owned and operated by Ellex Capital Inc. KwantOne is a trading education and trading software provider — not a registered investment adviser, broker-dealer, or regulated financial entity.
All products and services are delivered through Whop.com. For questions, contact us at support@kwantone.com.