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Momentum Happens at Night?

Steve LeCompte | | Posted in: Calendar Effects, Momentum Investing

Guide Calendar Effects Time of day and overnight

Key Insight

Intermediate-term momentum returns occur overnight (0.89% vs -0.18% monthly), while value and size effects occur intraday (1993-2013; cap-weighted decile strategies; broad U.S. stocks excluding smallest quintile).

Are overnight trading motivations systematically different from those that drive trading during normal trading hours? In the January 2015 version of their paper entitled “Tug of War: Overnight Versus Intraday Expected Returns”, flagged by a subscriber, Dong Lou, Christopher Polk and Spyros Skouras (1) decompose abnormal returns associated with well-known stock return predictors into overnight and intraday components and (2) investigate whether differences between institutional and other traders account for differences. Using return, firm characteristic and institutional ownership data for a broad sample of U.S. stocks (excluding low-priced and the smallest fifth of stocks) during 1993 through 2013, they find that:

  • On average, the gross positive return to intermediate-term momentum occurs overnight.
    • Specifically, hedge strategy that each month buys (sells) the capitalization-weighted tenth of stocks with the highest (lowest) past 12-month returns, with a skip-month before portfolio formation, generates an average gross monthly excess return of 0.89% overnight and -0.18% intraday.
    • The positive overnight component persists for up to a year, while the negative intraday component persist for at least two years (see the chart below).
    • Results are robust across subsamples and stronger for large-capitalization and high-priced stocks.
    • Results also hold for earnings momentum and industry-level momentum strategies.
  • Similarly, the gross positive return to short-term reversal also occurs overnight. Specifically, a hedge strategy that each month sells (buys) the capitalization-weighted tenth of stocks with the highest (lowest) last-month returns generates an average gross monthly excess return of 1.01% overnight and -0.86% intraday.
  • In contrast, returns to size, value and many other characteristics occur entirely intraday. Specifically:
    • A hedge strategy that each month buys (sells) the capitalization-weighted tenth of stocks with the smallest (largest) market capitalizations generates an average gross monthly excess return of 0.13% overnight and 0.56% intraday.
    • A hedge strategy that each month buys (sells) the capitalization-weighted tenth of stocks with the highest (lowest) book-to-market ratios generates an average gross monthly excess return of -0.11% overnight and 0.41% intraday.
    • Results for profitability, investment, beta, idiosyncratic volatility, equity issuance, accruals and turnover are similar.
  • Analysis of institutional trading indicates that the overnight-intraday dichotomy is reasonably attributable to differences in trading behaviors and strategies between institutions that trade intraday and lean toward value and individuals who may trade overnight and lean toward momentum.

The following chart, taken from the paper, tracks gross cumulative returns during a 24-month holding period to the momentum hedge strategy specified above overall (red line), overnight (dashed blue line) and intraday (dotted green line). Results indicate that:

  • Positive overnight returns build for about a year.
  • Negative intraday returns persist throughout the two-year holding period.
  • Overall momentum returns thus peak at about six months and reverse at about 18 months.

stock-momentum-strategy-performance-overnight-vs-intraday

In summary, evidence indicates that essentially all of the intermediate-term momentum and short-term reversal effects occur overnight, while those of other strategies primarily occur intraday.

Investors following a stock characteristic-based strategy may want to set systematic entry/exit times accordingly.

Cautions regarding findings include:

  • Reported results are gross, not net. Accounting for the trading frictions and shorting costs associated with monthly portfolio reformation would reduce these returns. Shorting may not be feasible for some stocks.
  • Moreover, daily entries and exits to exploit differences between overnight and intraday behaviors would generate very large cumulative trading frictions.

See also “Buy at the Close and Sell at the Open?” and “The Lure of Trading at the Open?”.

Frequently Asked Questions

What is overnight versus intraday return decomposition in stock investing?

Overnight versus intraday return decomposition splits a stock's total return into the part earned between the prior close and the next open (overnight) and the part earned between the open and the close (intraday). It is used to see when the abnormal returns of known stock return predictors, such as momentum, value and size, actually accrue. A study of broad U.S. stocks over 1993-2013 found that different predictors earn their returns in different parts of the day.

Does momentum investing earn its returns overnight?

Yes, intermediate-term momentum earned its gross positive return overnight in a 1993-2013 study of broad U.S. stocks. A hedge strategy buying the top decile and selling the bottom decile of past 12-month returns (with a skip-month) averaged 0.89% per month overnight and -0.18% intraday. Short-term reversal showed a similar pattern, at 1.01% overnight and -0.86% intraday, and results were stronger for large-cap and high-priced stocks.

How do researchers separate overnight and intraday returns for momentum, value and size strategies?

Researchers form capitalization-weighted decile hedge portfolios each month, buying the top tenth and selling the bottom tenth of stocks ranked on a characteristic such as past 12-month return, market capitalization or book-to-market. They then split each strategy's gross monthly excess return into overnight and intraday components. The sample covered 1993-2013 U.S. stocks, excluding low-priced stocks and the smallest fifth by market capitalization, and also used institutional ownership data to test who drives the differences.

How do momentum returns compare to value and size returns in overnight versus intraday trading?

Momentum returns occur overnight, while value and size returns occur intraday. The size strategy averaged 0.13% overnight and 0.56% intraday per month, and the value (book-to-market) strategy averaged -0.11% overnight and 0.41% intraday. The authors attribute this to institutions that trade intraday and lean toward value, versus individuals who may trade overnight and lean toward momentum.

What are the limitations of trading momentum overnight and value intraday?

The reported overnight and intraday returns are gross, not net, so trading frictions and shorting costs from monthly portfolio reformation would reduce them. Shorting may not be feasible for some stocks. Daily entries and exits to exploit overnight versus intraday differences would also generate very large cumulative trading frictions.

Calendar Effects guide

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