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Guide · 11 plays

Calendar: what it predicts, and when it works

Some parts of the year and month have been reliably stronger than others. Calendar plays hold only through those windows and sit in cash the rest of the time.

Cut the worst fall91%3,762 of 4,125 stock tests: a smaller peak-to-trough loss than holding.
Beat holding, risk-adjusted20%830 of 4,125: a higher Sharpe ratio than buy and hold.
Beat holding on return16%659 of 4,125: more money than buy and hold, after costs.
Calls right49%Of 1,334,460 finished calls, in before a rise or out before a fall.
Switches a year2.0Median trades per stock per year. More switching, more cost.
Time in the market49%Median share of days holding rather than in cash.

Why it might work

Pay-day and pension flows arrive at month ends, holidays lift mood and thin selling, and fund managers dress up portfolios at year end. Whether those causes still hold is part of the debate.

When it fails

A calendar play can't see the market. It holds through a crash that happens inside its window and misses a rally outside it, and well-known effects get traded away.

What the research says

  • Bouman and Jacobsen (2002) found returns from November to April beat May to October in 36 of 37 countries: the Halloween indicator, or 'sell in May'.
  • Ariel (1987) and Lakonishok and Smidt (1988) found most of the market's gains came around the turn of the month and before holidays.
  • French (1980) found the S&P 500 fell on average from Friday's close to Monday's close from 1953 to 1977: the weekend effect.
  • Lucca and Moench (2015) found that from 1994 the S&P 500 made a large share of its excess return in the 24 hours before scheduled Fed announcements.
  • McLean and Pontiff (2016) found published market anomalies lose much of their edge after publication, which matters most for well-known calendar effects.

Every calendar play, ranked

Share of stocks where each play did better than holding, since 2005 or as long as the stock has traded, after costs. Click a column to sort.Sort with the menu above the list.

PlayBeat holding, risk-adjustedCut the worst fallBeat holding on returnCalls rightSwitches / yrTime inIn now
Halloween IndicatorSven Bouman & Ben Jacobsen & Yale Hirsch & Jeffrey Hirsch33%89%27%54%2.049%0/377
Santa Claus RallyYale Hirsch & Jeffrey Hirsch29%100%12%47%2.03%0/377
Best Six + MACDYale Hirsch & Jeffrey Hirsch26%88%25%54%2.049%176/377
Seasonal TimingSy Harding25%87%23%54%2.051%0/377
Pre-HolidayRobert A. Ariel & Josef Lakonishok & Seymour Smidt25%100%10%49%18.04%0/377
Turn of the MonthJosef Lakonishok & Seymour Smidt & Robert A. Ariel17%98%16%49%24.119%0/377
January BarometerYale Hirsch & Jeffrey Hirsch16%86%13%40%0.958%375/377
Weekend EffectKenneth French & Josef Lakonishok & Seymour Smidt16%68%16%50%104.779%377/377
Presidential Sweet SpotYale Hirsch & Jeffrey Hirsch14%99%10%46%0.517%377/377
Pre-FOMC DriftDavid Lucca & Emanuel Moench11%100%11%47%15.93%0/377
Lunar CycleKathy Yuan, Lu Zheng & Qiaoqiao Zhu9%88%11%49%24.849%377/377

When it worked

The family did best against holding in the 2008 crash (+30% median gap) and worst in the 2020–21 rally (−33%). Median gap in return against holding (per year over stretches longer than 18 months; crypto excluded).

2008 crashRecovery 2009⁠–⁠19COVID drop2020–21 rally2022 bearSince Oct 2022
Calendar+30%−10%+20%−33%+16%−10%

Where it worked

By kind of stock: how often the family's plays beat holding on risk-adjusted return, and the median Sharpe ratio gap.

GroupBeat holding, risk-adjustedSharpe gap
Micro caps41%-0.05
Metals & mining34%-0.08
Media & telecom27%-0.11
Healthcare24%-0.17
Real estate23%-0.11
Energy & power23%-0.13
Industrials & materials19%-0.17
Consumer & retail17%-0.21
Industrials & rentals16%-0.17
Financials14%-0.17
Indexes & ETFs13%-0.13
Semiconductors12%-0.22
Sectors12%-0.17
Software & devices12%-0.24
Big tech2%-0.33

How traders use it

  • Calendar plays are in cash much of the year, so judge them on risk-adjusted return, not raw return.
  • They work best on whole markets (indexes); single stocks add their own news on top.

Learn it step by step

Right now

The calendar plays hold 41% of the stock-and-play combinations Be The Puck tracks (1,682 of 4,147) as of the Oct 13, 2026 close.

See which stocks each family holds · The plays and their rules

This analysis does not constitute trading advice. Please meet with an advisor or independently review sources before making any decision.

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