Algorithm Development Lifecycle (ADL) vs Profit Factor

The Algorithm Development Lifecycle (ADL) is a five-phase quality gate framework — Design, Code, Backtest, Paper Trade, Live Deploy — that every algorithmic strategy must complete before real capital is committed.

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.