Academic audit
Qp Intraday Seasonality Bitcoin
This rule bets that Bitcoin returns cluster in particular hours of the day, taking positions timed to a recurring time-of-day pattern rather than any price or fundamental signal.
What we found
The hour-of-day pattern does not survive realistic trading costs. Once crypto taker fees are applied, the rule fails our screen gate outright, with a risk-adjusted RF of -0.98 and a worst-year RF of -1.0. There is no robust net-of-cost time-of-day edge here — the apparent seasonality is not strong enough to clear the fees paid to trade it, and it did not advance to placebo testing.
- Tested on crypto (Binance) data, with realistic modelled costs including taker fees and spread.
- Placebo / robustness test: real result vs random baskets or shuffled signals (real vs the 95th percentile of random)
Read the paper ↗
Research, not investment advice. “Validated” factor-legs are market-neutral diversifying building blocks with a losing worst year — none is a standalone tradeable strategy. Metrics are cost-aware and modelled (not live fills); the 2005–2026 test window is out-of-sample versus the source paper. Dollar figures are not returns and are omitted by design.