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Company NameCORE16 Inc.
CEODavid Cho
Business Registration Number762-81-03235
officePhone070-4225-0201
Address83, Uisadang-daero, Yeongdeungpo-gu, Seoul, 07325, Republic of KOREA

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article
박재훈투영인 프로필 사진박재훈투영인
"Halloween Indicator: Sell in May and Go Away" Works Everywhere
created At: 3/14/2025
Neutral
Neutral
This analysis was written from a neutral perspective. We advise you to always make careful and well-informed investment decisions.
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Fact
Winter returns (Nov–Apr) are 4% higher than summer (May–Oct) on average. Observed in 63 out of 65 markets over a 323-year dataset. Weak risk-return tradeoff during summer months. Outperforms buy-and-hold in the UK market over long-term periods.
Opinion
The Halloween effect is not just a market anomaly—it provides a practical investment tool backed by extensive historical data. Its persistence across centuries and multiple markets suggests that behavioral factors play a significant role in asset pricing. The lack of a positive summer risk-return tradeoff challenges traditional market efficiency theories, reinforcing the idea that investor psychology, such as vacation-induced trading patterns, can shape stock market performance.
Core Sell Point
The Halloween effect is a seasonality-based strategy that offers higher returns and lower volatility than buy-and-hold, presenting an intriguing challenge to traditional asset pricing models.

A study titled "Halloween Indicator: Sell in May and Go Away – Anytime, Anywhere" finds that the Halloween effect is a strong and persistent phenomenon across global stock markets.

Key Findings:

  • Halloween Effect: The average stock market return from November to April (winter) is 4% higher than from May to October (summer).

  • Risk-Return Relationship: During the summer months, the risk-return tradeoff is weak, contradicting traditional asset pricing theories.

  • Global Data: A 323-year dataset dispels concerns of data mining.

  • Widespread Occurrence: The Halloween effect is observed in 63 out of 65 analyzed markets.

  • UK Market: The Halloween strategy has consistently outperformed a buy-and-hold strategy in the long term.

  • Stock Premium: The new upper bound for stock market premiums is 4%.

  • Robustness: The Halloween effect persists beyond sample periods and cannot be explained by outliers or data measurement frequency.

  • Vacation Hypothesis: The most plausible explanation for the effect is investor behavior related to seasonal vacations.

  • Investment Strategy: The Halloween strategy has a high probability of outperforming the market.

  • Sample Size Impact: A small sample size makes it harder to detect the Halloween effect.

  • Psychological Factors: Seasonal affective disorder or temperature changes do not significantly impact stock returns.

  • Methodology: Using a six-month dummy variable does not affect the statistical significance of the results.

Comparison: Halloween Strategy vs. Buy-and-Hold

  • Returns: The Halloween strategy outperformed buy-and-hold in 30 out of 37 markets.

  • Volatility: The Halloween strategy tends to have lower standard deviation, indicating lower risk.

  • Sharpe Ratio: The Halloween strategy generally has a higher Sharpe ratio, meaning better risk-adjusted returns.

  • UK Market: Since 1693, the Halloween strategy has consistently outperformed buy-and-hold over 50-year and 100-year subperiods.

  • Bias Toward Gains: The Halloween strategy generates more extreme positive returns while producing fewer extreme losses than buy-and-hold.

  • Long-Term Investment: This strategy is particularly useful for investors with a horizon of 5 years or more.

Considerations and Limitations:

  • The 4% return premium for winter months is an average and may not appear in all market conditions.

  • Small sample sizes may make detecting the Halloween effect more challenging.

  • The strategy’s effectiveness depends on market conditions and is not guaranteed to always generate positive returns.

Conclusion

The Halloween strategy has historically delivered higher risk-adjusted returns than buy-and-hold, making it a compelling alternative for investors. However, investors should consider their goals, risk tolerance, and market conditions before adopting this seasonal approach.



[Compliance Note]

  • All posts by Sellsmart are for informational purposes only. Final investment decisions should be made with careful judgment and at the investor’s own risk.

  • The content of this post may be inaccurate, and any profits or losses resulting from trades are solely the responsibility of the investor.

  • Core16 may hold positions in the stocks mentioned in this post and may buy or sell them at any time.

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