Momentum trading is a strategy that buys assets showing the strongest recent performance and sells (or avoids) assets showing the weakest, exploiting the well-documented tendency of winners to keep winning and losers to keep losing over intermediate time horizons. This … Read More
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Trend-Following Strategies: Capturing Directional Moves
Trend-following strategies are systematic approaches that profit by entering positions in the direction of established price trends and holding until the trend reverses. These strategies exploit the well-documented tendency of financial markets to exhibit persistent directional moves — a phenomenon … Read More
Portfolio-Level Strategy: Beyond Single-Asset Trading
Portfolio-level strategy shifts the focus from optimizing individual trades to optimizing the performance of the entire portfolio as a unified system. A trader who runs five positions is not managing five independent trades — they are managing one portfolio whose … Read More
Breakout Trading Strategies Backed by Data
Breakout trading is a strategy that enters positions when price closes beyond a defined consolidation range, aiming to capture the acceleration that follows as new participants flood into the market. This guide covers the mechanics behind why breakouts occur, the … Read More
Mean Reversion Trading: Profiting from Price Extremes
Mean reversion trading is a strategy that profits from the tendency of asset prices to return to their historical average after reaching statistical extremes. This guide covers the quantitative signals that identify overextended prices, the rules for entering and exiting … Read More
Trading Around Key Economic Events: A Data-Driven Approach
Trading around key economic events exploits the predictable volatility patterns that surround scheduled macroeconomic releases — FOMC rate decisions, non-farm payrolls, CPI inflation reports, and GDP announcements. These events generate statistically measurable patterns in price behavior before, during, and after … Read More
Volatility-Based Trading Strategies
Volatility-based trading strategies exploit the cyclical nature of market volatility — the well-documented tendency of volatility to alternate between periods of compression and expansion. Low volatility compresses into increasingly narrow ranges until a breakout occurs, triggering a rapid expansion in … Read More
Sector Rotation Strategies Driven by Quantitative Signals
Sector rotation strategies exploit the well-documented tendency of different stock market sectors to lead or lag at different stages of the business cycle. Technology and consumer discretionary sectors outperform during early expansion, industrials and materials lead during mid-cycle growth, energy … Read More
Seasonal Patterns and Cyclical Trading Strategies
Seasonal trading strategies exploit recurring calendar-based patterns in financial markets — predictable tendencies for asset prices to behave differently during specific months, days of the week, or periods within the month. These patterns, including the well-known “Sell in May” effect, … Read More
How to Evaluate If a Trading Strategy Actually Works
Evaluating whether a trading strategy actually works requires subjecting it to a series of quantitative tests that separate genuine edge from random noise, curve-fitting artifacts, and unrealistic assumptions. Most strategies that look profitable in a backtest fail in live trading … Read More