Why it matters
It creates fake profitability.
Decision use: treat this term as a risk input. If you can’t observe it, you can’t size for it.
Common trap
Using revised data or future-knowledge signals unknowingly.
Example
Using final CPI values in a backtest where only the initial print was known.
Operational cue: if you can’t point to it on the chart, in the DOM, or in your broker logs, treat it as a story and trade smaller.
Notes
Look-ahead bias is silent. You must design tests to avoid it.
Quick rule
- If you see this repeatedly, you are in a different regime than your model assumes.
- Regime change usually means position size change.
- When in doubt: trade smaller, or don’t trade.