1
$\begingroup$

I'm reflecting on whether historically estimated $\beta$ is a "good" estimator of future $\beta$.

Consider the problem as follows:

  • Let $r_1$, $r_2$, ...., $r_{36}$ be the last 36 months of returns for a security
  • let $m_1$, $m_2$, ...., $m_{36}$ be the market returns.

You can use this data to calculate a line of best fit: $r =\alpha+ \beta m + \epsilon$

However, I'm seeing that the resulting $\beta$ is not particularly stable over time, which somewhat brings into question the entire purpose of its existence.

Is there any reason to believe that $\beta$ is stable over time? beyond just using overlapping datasets to estimate it.

$\endgroup$

1 Answer 1

2
$\begingroup$

No, betas are not stable over time. That's not even true for portfolios (for individual stocks it's even worse). One of the seminal references is: Lewllen and Nagel (2006). Take a look at figure 2 from their paper, where they report the conditional betas of value, size and momentum anomalies:

enter image description here

This is also one of the reasons why Bloomberg reports adjusted beta for individual securities:

$$\beta^{adjusted} = (1/3) + (2/3) \times \beta$$

The intuition being that securities with high beta (above 1) should see a decline in beta towards one over time and the opposite for securities with low beta.

$\endgroup$
5
  • 3
    $\begingroup$ The technique used by Bloomberg to improve stability is widely used and is generally called Shrinkage. You can find papers discussing various beta shrinkage methods. $\endgroup$
    – nbbo2
    Commented Feb 6, 2023 at 17:12
  • $\begingroup$ @MYK There are better ways to phrase that comment or maybe pose it as a new question. $\endgroup$
    – Bob Jansen
    Commented Feb 7, 2023 at 7:34
  • $\begingroup$ Yeah, fair enough, I was a bit annoyed last night. $\endgroup$
    – MYK
    Commented Feb 7, 2023 at 12:19
  • $\begingroup$ I suppose the underlying question was about the utility of beta for forward looking applications - if any. $\endgroup$
    – MYK
    Commented Feb 7, 2023 at 12:19
  • $\begingroup$ I think that is a good question, but that's better discussed in a new question or it has been asked already. $\endgroup$
    – Bob Jansen
    Commented Feb 7, 2023 at 15:17

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge you have read our privacy policy.

Not the answer you're looking for? Browse other questions tagged or ask your own question.