Academic audit
Qc Ichimoku Energy
This is a technical trading rule that applies the Ichimoku cloud (a Japanese trend/momentum overlay) to the energy-sector ETF, taking long or flat positions based on where price sits relative to the cloud.
What we found
On the energy-sector ETF (XLE), the Ichimoku signals do not clear our cost-aware screen gate: risk-adjusted RF is negative (-0.12) and the worst year is fully negative (worst-year RF -1.0). After realistic costs the rule adds nothing over simply holding the sector, so there is no persistent edge here. This item is recorded as failed.
- Tested on the sector ETF (XLE), daily. Realistic modelled costs.
- Placebo / robustness test: real result vs random baskets or shuffled signals (real vs the 95th percentile of random). Not reached here — the rule failed the screen gate before robustness testing.
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.