Profit Factor vs Walk-Forward Validation

Profit factor is a backtesting performance metric calculated as gross profit divided by gross loss, expressing how much money a strategy earns for every unit of capital it loses across all trades.

Walk-forward validation is a backtesting discipline that tests a strategy on out-of-sample historical data never used during development, verifying that its edge generalises beyond the period it was designed on.