Stock Seasonality / Stock Market Seasonality
STOCK MARKET SEASONALITY

How calendar patterns appear in the stock market

Stock market seasonality looks for recurring behavior tied to months, quarters, holidays and other repeating calendar windows. The useful question is not whether a market saying is famous, but whether a measurable pattern remains consistent across historical samples.

Common forms of market seasonality

Monthly effects

Researchers compare month-by-month returns to identify historically stronger or weaker calendar periods.

Half-year effects

Periods such as November–April versus May–October are often compared as broad seasonal regimes.

Event windows

Holiday rallies, year-end behavior and recurring expiration windows can create short, highly specific research periods.

How to judge whether a pattern is robust

Strong evidence

  • Positive average and median return
  • Reasonable win rate
  • Pattern visible across multiple lookbacks
  • No dependence on one or two extreme years

Weak evidence

  • Strong average but weak median
  • Very small sample
  • Pattern disappears after a small date shift
  • Recent years behave very differently

Research market seasonality free

Use the dashboard to compare recurring calendar windows on stocks and indices.

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