Practical analysis for investment professionals
07 October 2022

Growth, Value, and Skewness: Are Growth Stocks a Lottery-Like Bet?

Skewness in asset returns is a perplexing phenomenon and evokes different behavior from investors. Some show a preference for stocks with significant right skewness, which much like playing the lottery, hit the jackpot every once and a while and deliver outsized returns. Other investors try to steer clear of such volatility and opt for stocks that have no skewness or even demonstrate left skewness.

But how does skewness in returns relate to other factors in asset pricing? Might investors be betting on particular factors precisely because they want lottery-like skewness in their returns?

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To answer these questions, we constructed cross-sectional growth and value portfolios and examined the distribution of monthly returns over five-year periods. From an investing universe of all the equities traded on the NYSE and NASDAQ since 1975, we created our growth and value portfolios out of the quintile of stocks with the highest and lowest P/E ratios, respectively. 

Our growth portfolio exhibited more right skewness in its returns, on average, than our value portfolio did. This held true over 6 of the 10 time periods.


Growth Stocks: Monthly Returns

MeanMedianVolatilitySkewness
1975 to 19803.02%0.78%53.24%8.92
1980 to 19851.33%0.02%44.26%1.10
1985 to 19902.04%0.85%55.99%20.44
1990 to 19951.88%0.38%59.80%10.51
1995 to 20003.44%1.44%67.22%8.99
2000 to 20051.43%0.01%71.05%2.54
2005 to 20100.71%0.02%48.44%2.14
2010 to 20151.50%0.90%41.30%7.30
2015 to 20206.94%0.57%50.22%9.97
2020 to 20221.22%0.28%59.21%5.10
Average2.35%0.52%55.07%7.70

Value Stocks: Monthly Returns

MeanMedianVolatilitySkewness
1975 to 19802.44%0.00%47.26%2.07
1980 to 19851.66%0.01%44.25%1.94
1985 to 19901.26%0.02%48.23%14.73
1990 to 19951.26%1.02%55.05%2.55
1995 to 20001.23%0.00%52.13%5.62
2000 to 20052.43%1.15%18.08%9.31
2005 to 20100.68%0.00%48.75%2.24
2010 to 20151.70%1.02%38.59%1.85
2015 to 20200.86%0.56%36.92%1.45
2020 to 20221.38%0.53%82.10%9.30
Average1.49%0.43%47.13%5.10

So, what can we glean from these results? Our theory is that skewness tends to move based on investor preferences. That is, when a particular factor is en vogue, skewness significantly increases while it’s in fashion. For instance, growth stocks were all the rage as the dot-com bubble inflated from 1995 to 2000, and they demonstrated significant skewness while value stocks showed a distinct lack of it.


Growth Stocks: Monthly Returns, 1995 to 2000

Chart showing Growth Stocks: Monthly Returns, 1995 to 2000

Growth’s popularity took off again in the 2010 to 2020 period, while value underperformed and again showed a lack of skewness in returns.


Value Stocks: Monthly Returns, 2010 to 2015

Chart showing Value Stocks: Monthly Returns, 2010 to 2015

Now, these results don’t tell us which direction the association goes, only that an association exists. The data suggest to us that when a particular asset pricing style is popular among investors, returns for that style exhibit greater skewness.

In sum, investors in growth stocks may be pursuing lottery-like payouts, especially when such stocks are in style.

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All posts are the opinion of the author. As such, they should not be construed as investment advice, nor do the opinions expressed necessarily reflect the views of CFA Institute or the author’s employer.

Image credit: ©Getty Images/piotr_malczyk


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About the Author(s)
Derek Horstmeyer

Derek Horstmeyer is a professor at George Mason University School of Business, specializing in exchange-traded fund (ETF) and mutual fund performance. He currently serves as Director of the new Financial Planning and Wealth Management major at George Mason and founded the first student-managed investment fund at GMU.

Jordan Doyle

Jordan Doyle recently graduated from George Mason University with a master's of science degree in finance. He went to James Madison University for his undergraduate education, earning a bachelor's of business administration degree with a major in finance. He is interested in investments, capital markets, and financial analysis and is currently an Affiliate to the Research and Policy Center at CFA Institute. He is also working towards becoming CFA charterholder.

1 thought on “Growth, Value, and Skewness: Are Growth Stocks a Lottery-Like Bet?”

  1. Jerry says:

    Interesting work and very inspiring.

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