Market Cap vs. Crash Severity

Has the market sell-off and subsequent bounce treated all stocks the same? A good portion of the bull market move from 2009 to 2019 has been led by the big-cap stocks. Did they hold up better during the March sell-off? What about with the bounce? Did the smaller-cap stocks have a bigger bounce?

The Setup – February 19

At the S&P 500 high on February 19, I took all 503 stocks in the index and calculated their market capitalization. I then ranked them from high to low and created 10 deciles with each decile holding 50/51 stocks.

The Bottom – March 23

At the March 23rd bottom, I then calculated the average change in price for each decile.

A clear pattern shows up here. The largest decile stocks had an average loss of 31%. While the smallest decile had an average loss of 47%. For the most part each decile is worse than the previous one.

April 17

Last Friday on April 17, I again calculated the change in price since February 19. Did the recovery bounce treat everyone the same?

We can see that largest decile stocks are on average only down 12% from their price on February 19, while the smallest decile is still down 34%. That is a huge difference on how you view the market depending on what you are holding.

Percent Bounce from Low

As we all know, a 50% loss requires a 100% gain to get back to even, while a 25% loss needs only a 33% gain. Next, I wanted to find the change in price from March 23 to April 17.

The average gain from the low is in a tight range of 26% to 34%.

Stocks above February 19 close

How many stocks in each decile are trading higher than the February 19 close?

Again, we see a large cap bias. Surprising to me is the total number of stocks are trading higher.

June 3 Update

A reader asked for an update on the previous chart.

On April 17 with the SPX 15% below the February 19 high, 45 stocks were above their February 19 close.

On June 2 with the SPX 9% below the February 19 high, 113 stocks were above their February 19 close.

Final Thoughts

This helps explain why some non-traders I talked to are not that fazed by the market right now, while others are still all panicked about their losses. Depending on what end of the market-cap decile you are holding your average results are drastically different.

This was a fun little research project even it does not lead to any trading strategies.

Backtesting platform used: AmiBroker. Data provider: Norgate Data (referral link)

Good quant trading,

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dav - May 27, 2020 Reply

Hi hope you update this one again. It be fun to see if there are more than 50 stocks now trading above their Fe 19th levels. As the bounce broadens it becomes more accessible to those who aren’t just in the FANGMA and big S&P names.

    Cesar Alvarez - May 28, 2020 Reply

    I will see if I can update this in the next week or two. I agree that it would be interesting to see the change

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