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Finance professors behind a 90-year seasonality study

Josef Lakonishok & Seymour Smidt

Josef Lakonishok is Karnes Professor of Finance (now retired) at the University of Illinois at Urbana-Champaign and co-founded LSV Asset Management in 1994. Seymour Smidt (died 2017) taught economics and finance at Cornell from 1956 to 2005. Their 1988 Review of Financial Studies paper examined about 90 years of daily Dow Jones Industrial Average returns.

What they argue

  • Ninety years of DJIA data show persistently unusual returns around the turn of the week, the turn of the month, the turn of the year and holidays.
  • The turn-of-the-month effect is concentrated in a four-day window: the last trading day of a month and the first three trading days of the next.

Sources

Summaries are Be The Puck's paraphrase of public material. Be The Puck has no affiliation with the people listed.

Books and papers

  • Are Seasonal Anomalies Real? A Ninety-Year Perspective, Review of Financial Studies 1(4): 403–425 (1988)

The full reading list

Turn-of-the-month effect

Rule and full record

Calendar · daily · with Robert A. Ariel

Returns bunch up around the start of each month. Hold for four trading days: the last day of a month and the first three of the next.

Calls right49%163,398 closed calls on 377 stocks.
Beat buy and hold (Sharpe)62 of 375On raw return: 61 of 375.
In right now0 of 377As of the Oct 13, 2026 close.

Best risk-adjusted results against buy and hold:

Pre-holiday effect (the trading day before NYSE holidays)

Rule and full record

Calendar · daily · with Robert A. Ariel

Own the stock only on the last trading day before each stock-market holiday, a day that has historically paid many times the average daily return.

Calls right49%122,127 closed calls on 377 stocks.
Beat buy and hold (Sharpe)92 of 375On raw return: 39 of 375.
In right now0 of 377As of the Oct 13, 2026 close.

Best risk-adjusted results against buy and hold:

Weekend (Monday) effect: skip the Friday-to-Monday return

Rule and full record

Calendar · daily · with Kenneth French

Step out at the week's last close and buy back at the next week's first close, skipping the weekend-plus-Monday stretch that used to lose money.

Calls right50%709,661 closed calls on 377 stocks.
Beat buy and hold (Sharpe)61 of 375On raw return: 59 of 375.
In right now377 of 377As of the Oct 13, 2026 close.

Best risk-adjusted results against buy and hold:

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