The Message in the S&P 500's 12-Month Winning Streak

If the market followed a random walk, at least one instance of the S&P 500 rising for 12 straight months would be very likely, but six in 150 years is extremely improbable.

Stocks and coin flips.

Photographer: Harry How

October marked the 12th month in a row of positive total returns for the U.S. and global stock markets. That type of run is remarkable, but not unprecedented. A review of the U.S. stock market going back to 1871 1 reveals six streaks where total returns were positive in 12 or more consecutive months, with the longest lasting 15 months between March 1958 and May 1959.

The S&P 500 Index turned in positive total returns in just over 60 percent of the 1,762 months of the past 147 years. Using that as the probability of flipping heads on a biased coin, 2  we can figure out the likelihood that we would have witnessed these six streaks of 12 heads or more over 1,762 independent flips. What we find is that, in our coin-flip thought experiment, the probability of witnessing six or more such streaks is less than 1 percent. Seeing at least one such streak is very likely -- about an 80 percent chance -- but seeing six in 150 years would be extremely improbable. 3

But, it did happen, which suggests that there's a problem in our simple coin flipping representation. It’s likely the hitch lies in our assumption that each flip is independent, which is the main characteristic of the "random walk" that is a pillar of modern finance theory. If instead each flip is slightly serially correlated, even by a little, then seeing such streaks is significantly more likely. 4

Calling a data series serially correlated is a fancy way of saying the series exhibits trending or momentum characteristics. That is, heads is more likely after heads than after tails, and tails is more likely after tails than after heads. There are other more standard -- but more technical -- ways of measuring the degree to which a market exhibits momentum, and they arrive at the same general conclusion. But we think looking at the streakiness of equity market returns is a simpler, more intuitive and more accessible way of thinking about the extent to which markets have behaved efficiently. 5

And if anyone asks you to give odds that this will develop into the longest monthly winning streak in history, be careful. The odds are probably shorter than you’d get from thinking of it as four more heads in a row from a 60/40 coin.


  1. Using Bloomberg monthly data back to December 31, 1927, and before that using Professor Robert Shiller’s data, which is monthly averages, rather than month-end close to month-end close. We get roughly the same results using just Bloomberg data from 1927.

  2. Seems we keep coming back to a 60/40 coin flip. See our experiment involving a 60/40 coin flip in the Journal of Portfolio Management. 

  3. Looking at losing streaks, we found that there were six instances of losing streaks of six or more months in a row. There’s a 28 percent probability that we would have observed this if flipping the 60/40 coin -- still less likely than not, but not nearly as improbable as what we observed for winning streaks. 

  4. You may be wondering what happened after each of the five market winning streaks of 12 months or more. We didn’t mention it in the body of the note as we feel that looking at five data points does not produce a result of statistical significance. However, we did calculate it, and the average total return following each of those five streaks, starting one month after the streak ended to reduce the bias, was about 15 percent, and was positive in four out of five of those cases, a result not inconsistent with the hypothesis that the stock market displayed positive momentum in the past.

  5. Past price movement systematically influencing future price movement (i.e. momentum) is one of the most basic forms of market inefficiency.

To contact the authors of this story:
Victor Haghani at

To contact the editor responsible for this story:
Robert Burgess at

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