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Seasonal Trading Patterns: Calendar Effects

Markets exhibit seasonal patterns that recur year after year. While no pattern works 100% of the time, understanding seasonality can give traders an edge by identifying periods of historically stronger or weaker returns. Since 1950, the S&P 500 has gained an average of 7.1% from November through April, compared to just 1.9% from May through October.

What Is Market Seasonality?

Market seasonality refers to the tendency of stocks to perform differently at various times of the year. These patterns emerge from a combination of factors: institutional fund flows, tax considerations, earnings cycles, and collective investor psychology. While past performance does not guarantee future results, seasonal patterns have persisted for decades.

Key statistic: According to the Stock Trader's Almanac, the S&P 500 has risen in November 68% of the time since 1950, making it one of the most reliable bullish months. September, by contrast, is the worst month historically with an average decline of -0.5%.

Monthly Seasonality Patterns

Best Months (November - April)

Worst Months (May - October)

Major Seasonal Patterns

The Best Six Months (November - April)

This pattern, popularized by Yale Hirsch, shows that most stock market gains occur between November and April:

The January Barometer

As January goes, so goes the year. When January is positive, the market tends to be positive for the full year:

September Effect

September has been the worst month for stocks historically:

Holiday Trading Patterns

Pre-Holiday Effect

The trading day before major holidays tends to be bullish:

Post-Holiday Effect

Day-of-Week Patterns

Historical Day-of-Week Returns

Weekend Effect

The tendency for stocks to decline on Mondays:

Options Expiration Patterns

Triple Witching

Third Friday of March, June, September, December when stock options, index options, and index futures expire simultaneously:

Monthly Options Expiration

Quarter-End Patterns

Window Dressing

Institutional investors buy winners and sell losers at quarter-end to make portfolios look good:

Earnings Season Patterns

How to Trade Seasonal Patterns

Combining Seasonality with Technical Analysis

Risk Management

Track Your Seasonal Trading Performance

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Summary

Seasonal trading patterns offer a statistical edge that can improve your trading results when used properly. The key patterns to remember: November through April tends to outperform May through October; September is historically the worst month; and pre-holiday trading days tend to be bullish. However, seasonality should be used as one tool among many - combine it with technical and fundamental analysis for best results. Remember that patterns can fail, especially in unusual market environments, so always use proper risk management.

Learn more about specific seasonal patterns: Sell in May, January Effect, and Santa Claus Rally.