Courses
Systematic Trader
Analysts who want to write explicit rules, test them honestly and size positions by stated risk.
Specify a rule, test it with costs and bias checks, size it by risk, and judge results against noise.
- 30 lessons
- 114 min of reading
- Beginner
- Intermediate
- Advanced
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Start here
What a backtest can prove, and what it can't
A backtest shows how a precisely defined rule would have behaved on past data under stated assumptions. It cannot show the rule will behave that way again.
In the app: Quantitative testing (in development)
Foundations
- 1
Discretionary vs rules-based research
Sets the difference between judgement calls and written rules.
- Beginner
- Explainer
- 3 min
- Coming soon
- 2
From idea to tested rule
Shows the path from an idea to something testable.
- Beginner
- Explainer
- 3 min
- Coming soon
- 3
Anatomy of a rule: entry, exit, size, filter
Names the parts every rule needs.
- Beginner
- Visual guide
- 3 min
- Coming soon
- 4
Your first visual strategy graph
First hands-on graph that later steps build on.
- Beginner
- Research recipe
- 5 min
- Coming soon
- 5
The one-page strategy spec
One-page spec to fill before any test.
- Beginner
- Cheat sheet
- 2 min
- Coming soon
- 6
RSI playbook: momentum on a 0–100 scale
Indicator used by the mean-reversion experiment later.
- Beginner
- Indicator playbook
- 4 min
- Coming soon
- 7
ATR playbook: volatility as distance
ATR is needed for volatility-based sizing.
- Beginner
- Indicator playbook
- 4 min
- Coming soon
- 8
Slippage: the gap between plan and fill
Slippage is the cost every backtest must model.
- Beginner
- Explainer
- 3 min
- Coming soon
- 9
What a backtest can prove, and what it can't
Limits of what a backtest can show.
- Beginner
- Explainer
- 3 min
- 10
Your first backtest, step by step
First complete backtest run.
- Beginner
- Research recipe
- 5 min
- Coming soon
- 11
Reading a backtest report: metrics that matter
How to read the report before trusting it.
- Beginner
- Visual guide
- 3 min
- Coming soon
- 12
Costs, spreads and slippage in a backtest
Adds costs, spreads and slippage to tests.
- Beginner
- Explainer
- 3 min
- Coming soon
- 13
Backtest sanity checklist
Checklist to run on every result.
- Beginner
- Cheat sheet
- 2 min
- Coming soon
- 14
Position sizing in four steps
Position sizing from a stated risk amount.
- Beginner
- Visual guide
- 3 min
- Coming soon
- 15
What a stop-loss does, and what it doesn't
What stops can and cannot do.
- Beginner
- Explainer
- 3 min
- Coming soon
Core
- 16
Mean-reversion rule families
A rule family to test with the tools learned.
- Intermediate
- Explainer
- 5 min
- Coming soon
- 17
Recipe: an RSI mean-reversion experiment
Runs a full experiment on that family.
- Intermediate
- Research recipe
- 5 min
- Coming soon
- 18
Exits deserve as much design as entries
Exits designed as carefully as entries.
- Intermediate
- Visual guide
- 3 min
- Coming soon
- 19
Position sizing inside a strategy
Sizing built into the rule itself.
- Intermediate
- Explainer
- 5 min
- Coming soon
- 20
Volatility-based position sizing
Sizing that adapts to volatility.
- Intermediate
- Explainer
- 5 min
- Coming soon
- 21
Look-ahead bias: the backtest that read tomorrow
The most common hidden error: look-ahead.
- Intermediate
- Explainer
- 5 min
- Coming soon
- 22
Survivorship bias: the symbols that vanished
Missing symbols that flatter results.
- Intermediate
- Explainer
- 5 min
- Coming soon
- 23
Overfitting in one picture
How tuning fits noise.
- Intermediate
- Visual guide
- 3 min
- Coming soon
- 24
In-sample vs out-of-sample
Separating data used to build from data used to judge.
- Intermediate
- Visual guide
- 3 min
- Coming soon
- 25
Parameter sensitivity: plateaus vs peaks
Plateaus versus fragile peaks in settings.
- Intermediate
- Visual guide
- 3 min
- Coming soon
- 26
Overfitting simulator: the best of N random rules
Interactive: see the best of many random rules.
- Intermediate
- Interactive tool
- 3 min
- Coming soon
- 27
Backtest bias quiz: spot the flaw
Quiz to practise spotting backtest flaws.
- Intermediate
- Quiz or challenge
- 3 min
- Coming soon
Advanced
- 28
Walk-forward analysis: testing as time passes
Testing as time passes.
- Intermediate
- Explainer
- 5 min
- Coming soon
- 29
Reproducible research: logs, versions, seeds
Logs and seeds so results can be repeated.
- Advanced
- Explainer
- 6 min
- Coming soon
- 30Capstone
Backtest autopsy: five ways a great result was wrong
Capstone case: diagnose a great-looking result.
- Intermediate
- Case study
- 6 min
- Coming soon
Optional reading: 9
- Volatility targeting and exposure scaling
- Rule playground: wire a rule, see the signals
- Find the missing piece: rule-spec challenge
- Reading a Monte Carlo fan
- Monte Carlo drawdown simulator
- Turnover budgets and cost-aware design
- What walk-forward efficiency does and doesn't say
- Risk budgets and daily limits
- Why we won't ship an autopilot
In the app
The Analess features these lessons use most. Availability is shown on each feature’s page.