The U.S. Unemployment Rate has moved down to 3.9%, its lowest level since December 2000. If you ask the average person on the street what that means for the stock market, they would likely say it’s a bullish sign. What does it actually mean? Let’s take a look…
We have data on the Unemployment Rate going back to 1948. Breaking the data up into quintiles, we observe the following:
![](data:image/png;base64,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)
A positive correlation between the level of unemployment and forward stock market returns. In general, the lower the unemployment rate, the lower the forward stock market returns and vice versa. In the current quintile (2.5% to 4.4% unemployment), the average S&P 500 return over the following year is 5.6% versus and average of 12.7% in all periods. The best returns historically have come after periods of high unemployment.
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)
Lower odds of a positive S&P 500 return with lower unemployment rates. In the current quintile (2.5% to 4.4% unemployment), the S&P 500 has been positive 64% of the time over the following year versus 79% in all periods.
What’s driving this counterintuitive relationship? Valuation. On average, lower unemployment rates tend to be associated with higher valuations and vice versa.
![](data:image/png;base64,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)
Why? Because when there’s good news in the economy (low unemployment), people are willing to pay a higher multiple for a given level of earnings than when there’s bad news (high unemployment). That’s important when it comes to stocks because higher valuations tend to be associated with below average forward returns.
Investors probably shouldn’t view a low Unemployment Rate as a bullish sign for stocks. The evidence seems to suggest that the opposite may be true.
We have data on the Unemployment Rate going back to 1948. Breaking the data up into quintiles, we observe the following:
A positive correlation between the level of unemployment and forward stock market returns. In general, the lower the unemployment rate, the lower the forward stock market returns and vice versa. In the current quintile (2.5% to 4.4% unemployment), the average S&P 500 return over the following year is 5.6% versus and average of 12.7% in all periods. The best returns historically have come after periods of high unemployment.
Lower odds of a positive S&P 500 return with lower unemployment rates. In the current quintile (2.5% to 4.4% unemployment), the S&P 500 has been positive 64% of the time over the following year versus 79% in all periods.
What’s driving this counterintuitive relationship? Valuation. On average, lower unemployment rates tend to be associated with higher valuations and vice versa.
Why? Because when there’s good news in the economy (low unemployment), people are willing to pay a higher multiple for a given level of earnings than when there’s bad news (high unemployment). That’s important when it comes to stocks because higher valuations tend to be associated with below average forward returns.
Investors probably shouldn’t view a low Unemployment Rate as a bullish sign for stocks. The evidence seems to suggest that the opposite may be true.
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