Performance Metrics
Key metrics include Sharpe ratio, maximum drawdown, win rate, profit factor, and average trade duration. Compare against baseline strategies and adjust parameters based on out-of-sample results.
| Metric | Value | Benchmark |
|---|---|---|
| Sharpe Ratio | 1.85 | 1.20 |
| Max Drawdown | -12.4% | -18.0% |
| Win Rate | 58.2% | 52.0% |
| Profit Factor | 1.72 | 1.45 |
Production Notes
In production, ratio trading strategy requires monitoring for API rate limits, database connection pooling, log rotation, alert thresholds, and automated restart procedures. Document runbooks for incident response.
Overview
This guide covers ratio trading strategy implementation in automated trading systems. The approach combines established patterns with operational considerations drawn from production deployments.
Implementation
Implementation of ratio trading strategy follows a modular architecture. Configuration files define parameters, strategy modules handle logic, and exchange adapters manage execution.
Testing Approach
Testing ratio trading strategy includes unit tests for signal logic, integration tests for exchange interaction, and backtests against historical data with realistic slippage modeling.