13 lessons

College

Build a repeatable, measurable trading business with playbook design, statistics, execution review, and professional risk operations.

Edge Development

Turn ideas into testable strategies with clear rules and measurable outcomes.

Defining a Trading Edge

Separate a real advantage from a pattern that only looks good in hindsight.

8 min read

From Hypothesis to Playbook

Convert a market observation into a rule-based setup you can execute.

8 min read

Sample Size & Statistical Confidence

Know when results are meaningful and when they are just noise.

7 min read

Backtesting vs Forward Testing

Use historical review and live observation without fooling yourself.

8 min read

Professional Risk Operations

Manage drawdowns, exposure, sizing changes, and business-level constraints.

Risk of Ruin

Understand how sizing, win rate, and drawdown risk interact.

8 min read

Drawdown Protocols

Create rules for reducing risk before emotions take over.

7 min read

Portfolio of Setups

Balance different playbooks without stacking hidden correlated risk.

7 min read

Scaling a Trading Business

Increase capital, contracts, and complexity without breaking your process.

8 min read

Performance Review

Use journals, metrics, and screenshots to identify what actually drives results.

Trading Metrics That Matter

Measure expectancy, drawdown, execution quality, and setup-specific performance.

8 min read

Screenshot Review Process

Build visual pattern recognition with before, during, and after images.

7 min read

Mistake Taxonomy

Classify errors so you can remove the most expensive behaviors first.

7 min read

Weekly Review Routine

Create a repeatable review cadence that turns data into next week's plan.

7 min read

Market Regimes & Adaptation

Recognize when volatility, trend, liquidity, or news conditions require different tactics.

Regime Identification

Classify trend, range, volatility expansion, and compression environments.

8 min read