
Is Your Stock Trading Strategy Expectancy Negative at 70%?
A 70% win rate can sit on top of a negative edge. Here is the six-pass audit that separates real stock trading strategy expectancy from a statistic, including the dollar-weighted check almost nobody runs.

Which Swing Trading Setups Actually Pay You? Tag and Prove It
Most swing traders cannot name which of their setups actually produces. Here is the tagging and expectancy process that separates a real edge from one lucky trade — including the volatility split that reveals a 0.7R gap

Swing Trading vs Day Trading Is a Sizing Problem, Not a Style
Swing trading returned 0.39R per trade against day trading's 0.16R in the same account, and still made less money. Here is how to run holding period analysis on your own log and settle the comparison with expectancy per

Is R-Multiple Trading Data Measuring Skill or Just Variance?
An R-multiple measures setup quality and deliberately ignores position size. That blindness explains why traders post +0.38R expectancy over 120 trades and still finish the period flat — here is the four-number test

What Is Swing Trading Paying You Per Day of Exposure?
Swing traders grade themselves on per-trade expectancy and ignore the cost of time in the market. Here is how to measure expectancy per exposure day, find the hold bucket where your edge goes negative, and cut it.

Trading Strategy Validation: Where Backtests Break Down
Your "perfect" backtest is a liability. It creates a false sense of security before you risk real capital. Here is the multi-stage validation process professionals use to separate wishful thinking from a genuinely

Profit Factor: The Trading Metric That Exposes Weak Setups
A positive P&L can hide a spectacular amount of bad trading. This article explains why profit factor is a more honest metric and why improving it is the fastest way to increase profitability.

What Is Trading Expectancy and Why It Matters
A high win rate means nothing without understanding its relationship to risk and reward. The mathematical relationship between how often you win and how much you win is the core of trading expectancy.

A Trader’s Guide to Calculating and Improving Trading Expectancy
What is the true measure of a trading system's edge? It's not your win rate; it's your trading expectancy. This guide explains how to calculate it and use it to improve your trading performance.

How to Properly Evaluate a Trading Strategy (Simple Guide)
Every trader faces this question: Is my strategy flawed, or is this just a drawdown? The only way to find a real answer is to systematically evaluate your trading strategy with objective data.
