The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European Market

The Halloween effect predicts that stock markets in the winter months (November through April) generate significantly higher returns than in the summer months (May through October). This paper examines the time-varying behavior of the Halloween effect within a new historical dataset that covers abou...

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Main Authors: Júlio Lobão, Ana C. Costa
Format: Article
Language:English
Published: MDPI AG 2023-01-01
Series:International Journal of Financial Studies
Subjects:
Online Access:https://www.mdpi.com/2227-7072/11/1/13
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author Júlio Lobão
Ana C. Costa
author_facet Júlio Lobão
Ana C. Costa
author_sort Júlio Lobão
collection DOAJ
description The Halloween effect predicts that stock markets in the winter months (November through April) generate significantly higher returns than in the summer months (May through October). This paper examines the time-varying behavior of the Halloween effect within a new historical dataset that covers about 120 years of Portuguese stock market history. We combine subsample analysis with rolling window analysis to show that the performance of the anomaly has varied in an adaptive fashion over time. The anomaly existed during the first four decades of the 20th century. Afterward, it vanished for 60 years, reappearing only at the beginning of the 21st century. However, in the first two decades of the new century, the effect seems to be a mere reflection of the excess return generated in January. Overall, the time-varying performance of the Halloween effect supports the adaptive market hypothesis for the Portuguese stock market.
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spelling doaj.art-340d31e63f304dbdae85a1e2c84ed0992023-03-28T13:47:20ZengMDPI AGInternational Journal of Financial Studies2227-70722023-01-0111131310.3390/ijfs11010013The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European MarketJúlio Lobão0Ana C. Costa1Portugal School of Economics and Management and CEF.UP, University of Porto, Rua Dr. Roberto Frias, 4200-464 Porto, PortugalSchool of Economics and Management, University of Porto, Rua Dr. Roberto Frias, 4200-464 Porto, PortugalThe Halloween effect predicts that stock markets in the winter months (November through April) generate significantly higher returns than in the summer months (May through October). This paper examines the time-varying behavior of the Halloween effect within a new historical dataset that covers about 120 years of Portuguese stock market history. We combine subsample analysis with rolling window analysis to show that the performance of the anomaly has varied in an adaptive fashion over time. The anomaly existed during the first four decades of the 20th century. Afterward, it vanished for 60 years, reappearing only at the beginning of the 21st century. However, in the first two decades of the new century, the effect seems to be a mere reflection of the excess return generated in January. Overall, the time-varying performance of the Halloween effect supports the adaptive market hypothesis for the Portuguese stock market.https://www.mdpi.com/2227-7072/11/1/13calendar anomaliesadaptive market hypothesisHalloween effectmarket efficiencyPortugal
spellingShingle Júlio Lobão
Ana C. Costa
The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European Market
International Journal of Financial Studies
calendar anomalies
adaptive market hypothesis
Halloween effect
market efficiency
Portugal
title The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European Market
title_full The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European Market
title_fullStr The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European Market
title_full_unstemmed The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European Market
title_short The Adaptive Dynamics of the Halloween Effect: Evidence from a 120-Year Sample from a Small European Market
title_sort adaptive dynamics of the halloween effect evidence from a 120 year sample from a small european market
topic calendar anomalies
adaptive market hypothesis
Halloween effect
market efficiency
Portugal
url https://www.mdpi.com/2227-7072/11/1/13
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