Oct 13 close Sign in

Researchers behind the Halloween indicator study

Sven Bouman & Ben Jacobsen

Ben Jacobsen is a finance professor at TIAS School for Business and Society who studies seasonality in stock returns. Sven Bouman works at the asset manager Saemor Capital (affiliations as given by the American Economic Association). Their 2002 American Economic Review paper tested the old 'Sell in May and go away' saying in 37 stock markets.

What they argue

  • Stock returns from November to April were higher than from May to October in 36 of the 37 markets they studied, and they called this a puzzle.
  • A 'Halloween strategy' beat buy-and-hold in nearly every market they studied: stocks from November to April, the risk-free asset from May to October.
  • In later work with Cherry Zhang, Jacobsen extended the test to 108 markets and more than 300 years of UK data (1693–2011) and found an average winter-minus-summer gap of about 4.5 percentage points.

Books and papers

  • The Halloween Indicator, 'Sell in May and Go Away': Another Puzzle, American Economic Review 92(5): 1618–1635 (2002)
  • The Halloween Indicator: Everywhere and All the Time (Jacobsen & Zhang, working paper) (2012)

The full reading list

Halloween indicator (sell in May)

Rule and full record

Calendar · daily · with Yale Hirsch & Jeffrey Hirsch

Own stocks from November through April; sit in T-bills from May through October.

Calls right54%13,367 closed calls on 377 stocks.
Beat buy and hold (Sharpe)124 of 375On raw return: 102 of 375.
In right now0 of 377As of the Oct 13, 2026 close.

Best risk-adjusted results against buy and hold:

Free account

Know the moment the light flips on your stocks.

Follow your stocks and get an email with the analysis the evening a light flips. Member tools are free until January 1, 2027.