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Market Statistics

The Year of the Tails

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After a negative 7-sigma two-day drop last week in the S&P 500 index, yesterday there was a positive 9-sigma rally. These tail events are rare and have historically occurred during large corrections and bear markets.

After a two-day 10.5% drop on April 4, 2025, which was a negative 7-sigma event based on historical data since 1945, on April 9, 2025, the index rallied 9.5% to deliver an extra rare positive 9-sigma event.

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The S&P 500 index has only gained more than 9% on a single day six times in the past, as shown below.

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In all previous cases of a rare 9-sigma daily event, the index was well below its 200-day moving average. Tail events, positive or negative, have mostly occurred during periods of high uncertainty. Usually, a bull market is a “dull market.”

For example, if we look at positive 5-sigma events (gains of more than 5% since the standard deviation of daily returns is about 1%) below or above the 200-day moving average, we find out that only one out of 24 has occurred above the average.

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Finally, note that the forward path of the market after such extreme events is highly uncertain, as some occur along the downtrend, others occur near a bottom, and some occur while the market is recovering but is still below the 200-day moving average. 2025 is definitively “the year of the tails.”


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