Data & research7 min read
Intermediate
Performance analysis
Expectancy and the distribution of returns
Learn why the average trade, dispersion, streaks, and tail outcomes matter more than a single headline percentage.
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Topic / Performance analysis
Performance analysis
Expectancy, attribution, robustness, drawdown, and post-trade diagnosis.
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Data & research6 min read
Beginner
Performance analysis
Win rate, profit factor, and payoff ratio
Read common trading metrics together so one attractive number cannot hide an unstable or expensive system.
Read articleRisk management8 min read
Intermediate
Risk management
Risk of ruin, drawdown, and recovery time
Translate losing streaks into account-level consequences and understand why recovery requires more than the percentage first lost.
Read articlePortfolio design8 min read
Intermediate
Portfolio design
Correlation and portfolio risk
Two bots can look diversified by name while taking the same macro risk. Learn how to measure shared exposure before combining systems.
Read articleData & research8 min read
Intermediate
Robustness
Monte Carlo stress testing for trading systems
Use resampled trade sequences and perturbed costs to explore how much of a backtest depends on a favourable path.
Read articleStrategy7 min read
Advanced
Machine learning
Classification vs. regression in trading
Choose a model target that maps clearly to a decision, and measure whether it improves the trade process after costs.
Read articleStrategy7 min read
Intermediate
Process
How to review a strategy after launch
Build a post-launch review that separates statistical variation, execution drift, and genuine strategy failure.
Read articleDiscuss performance analysis
Ask a setup question, share a backtest, or compare notes with other algorithmic traders. Use a display name; your email remains private.
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