Strategy Decay Analysis
Strategy decay analysis is the process of monitoring a trading model's performance over time to detect when its predictive power is fading. Market environments are dynamic, and strategies that worked in the past may become ineffective as competitors adopt similar approaches or market structure changes.
Decay can manifest as a gradual decline in profitability or an increase in drawdown frequency. Traders use this analysis to determine when a strategy needs to be retired, retrained, or significantly modified.
It involves comparing current performance against the expected performance derived from historical backtests. In the fast-paced crypto markets, decay can happen rapidly, making proactive monitoring essential.
It is a critical component of maintaining a competitive edge in algorithmic trading.