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The S&P 500 shows seasonal patterns: January, April, and November-December are historically the strongest months. September is historically the weakest month (-1.0% average). “Sell in May and go away” has statistical support but is inconsistent across individual years.

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S&P 500 Monthly Seasonal Returns

Average S&P 500 monthly price return (1928-2024 approximate)

Average monthly S&P 500 price return and standard deviation, approximately 1928-2024. High standard deviations indicate seasonal patterns are weak guides for individual years.
MonthAverage returnStd deviation% positive years
January+1.0%~5.5%~59%
February-0.1%~4.3%~53%
March+0.9%~4.4%~61%
April+1.4%~4.1%~63%
May+0.2%~4.0%~57%
June+0.1%~4.3%~54%
July+1.0%~4.5%~59%
August+0.1%~4.4%~55%
September-1.0%~4.9%~44%
October+0.8%~5.3%~59%
November+1.4%~4.0%~65%
December+1.4%~3.6%~72%

Source: NYU Stern: Historical Returns. Data through 2024; last checked September 2026.

Frequently asked questions

Is "Sell in May and go away" a real effect?

The "Halloween Effect" or "Sell in May" strategy has statistical support: the May-October period historically underperforms the November-April period. Academic research (Bouman and Jacobsen, 2002) found the effect in 36 of 37 countries studied. The S&P 500 has averaged approximately +2% from May-October vs. +7% from November-April. However, high year-to-year variability makes this unreliable for individual years. In some years (2020, 2021), May-October was excellent; in others, selling would have been wrong. After transaction costs and taxes, the strategy's edge is minimal.

What causes the September seasonal weakness?

September's historical weakness (-1.0% average) has several potential explanations: (1) mutual fund fiscal year-end tax-loss selling (many fund fiscal years end September 30); (2) return from summer with portfolio reviews and risk-off activity; (3) end of summer vacation reduces liquidity; (4) psychological back-to-work risk reassessment. The weakness is one of the most statistically consistent seasonal patterns across decades and international markets, but any individual September can be strongly positive (September 2010: +8.8%; September 1939: +16.9%).

Is the January Effect still a real phenomenon?

The January Effect (small-cap stocks outperforming in January) was well documented in academic literature through the 1980s. Since then, increased awareness and institutional arbitrage have largely eliminated it. Small-cap January returns are no longer systematically abnormal. However, a weaker version persists: year-end tax-loss selling depresses small-cap prices in December, with some mean reversion in January. The original broad-market January Effect has also become less reliable as markets have become more efficient.

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References

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