My Twitter

  • Subscribe to our RSS feed.
  • Twitter
  • StumbleUpon
  • Reddit
  • Facebook
  • Digg

Wednesday, 11 February 2009

The problem with regression betas

Posted on 09:19 by Unknown
I must confess that I find the practices used to estimate betas to be both sloppy and counter intuitive. The standard approach, offered in every finance text book, is to regress returns on the stock against returns on a market index, with the slope yielding the beta. I have five problems with this approach:

1. Statistically, the slope coefficient in a simple regression comes with a standard error. The beta estimate for a typical US company has a standard error that is about 0.20. One way to read this number, is when you are told that the beta for a company (from a regression) is 1.10, the true beta could be anywhere from 0.70 to 1.50 (plus or minus two standard errors).

2. Outside the US, regression betas often look much more precise but only because the indices used tend to be narrow local indices (DAX, Bovespa, Sensex). As anyone who has toyed with the parameters of the beta regression (2 vs 5 years, daily vs weekly, different market indices) knows, you can arrive at very different betas for the same company, based on your choices. None of them is the right beta, and they may all be coming from the same distribution, but it is a wide one.

3. By definition, a regression beta has to be backward looking, since you need past returns. To the extent that companies change their business mixes  (by expanding, divesting and acquiring businesses) or their financial leverage (debt ratios) over time, the regression beta may not be a good measure of the beta for the future.

4. If the only way you can estimate betas is with a regression, you will be stymied right from the start, if you are analyzing the division of a company, a private business or a company that went public recently.

5. By making beta a statistical number, we are missing the fundamentals that drive beta. Every company has an intrinsic or true beta that comes from choices it has made and understanding how these choices can cause your beta to change is central to a better beta estimate.

So, I would take any beta reported for a company by a service or an analyst with a grain of salt. It probably came from a regression and should not define your thinking about the firm's risk. In my next two posts, I will offer my analysis of the determinants of betas and an alternative to regression betas.
Email ThisBlogThis!Share to XShare to Facebook
Posted in | No comments
Newer Post Older Post Home

0 comments:

Post a Comment

Subscribe to: Post Comments (Atom)

Popular Posts

  • Equity Risk Premiums and the Fear of Catastrophe
    As many of you already know, I am a little fixated on the equity risk premium. More than any variable, it explains what happens in equity ma...
  • Twitter announces IPO: The Valuation
    A little more than a week ago, I posted my first take on Twitter and argued that even in the absence of financial information from the comp...
  • Buffett and Munger... Shock value!
    Berkshire Hathaway is having its annual meeting and the financial press is falling all over itself reporting what the sage from Omaha has to...
  • Asset selection & Valuation in Illiquid Markets
    In my last post, I looked at how the asset allocation decision can be altered by differences in liquidity across asset classes, with the uns...
  • The future of the MBA
    As someone who has a vintage MBA (from 1981) and has taught MBAs for almost thirty years, I have been spending the last few months wondering...
  • Growth (Part 4): Growth and Management Credibility
    If you buy a growth company, the bulk of the value that you attach to the company comes from its growth assets. For these growth assets to b...
  • Alternatives to the CAPM: Part 5. Risk Adjusting the cash flows
    In the last four posts, I laid our alternatives to the CAPM beta, but all of them were structured around adjusting the discount rate for ris...
  • Unstable risk premiums: A new paper
    I am back from a long hiatus from posting, but I had nothing profound (even mildly so) to post and I was on vacation for a couple of weeks a...
  • Many a slip between the cup & the lip: From forward value to value per share today
    Valuing young, growth companies is never easy to do but it is well worth doing, partly because it forces you think through the business that...
  • Governments and Value III: Bribery, Corruption and other "Dark" Costs
    In this last post on the effects of government on valuations, I want to return to the value destructive effects that corruption, bribery and...

Categories

  • Acquisitions
  • Corporate Governance
  • Data Observations
  • Dividends and cash balances
  • Equity Risk Premiums
  • Facebook
  • Facebook IPO
  • Governments and value
  • I
  • Information
  • Introduction to web site
  • Investment Philosophy
  • IPO
  • liquidity
  • prices and value
  • Private Equity
  • Taxes and value
  • Teaching
  • The
  • Value and Pricing
  • Value Investing
  • Value of a franchise
  • Value of growth
  • Year end

Blog Archive

  • ►  2013 (36)
    • ►  November (2)
    • ►  October (7)
    • ►  September (7)
    • ►  August (1)
    • ►  July (4)
    • ►  June (2)
    • ►  May (1)
    • ►  April (2)
    • ►  March (2)
    • ►  February (5)
    • ►  January (3)
  • ►  2012 (49)
    • ►  December (8)
    • ►  November (3)
    • ►  October (4)
    • ►  September (3)
    • ►  August (3)
    • ►  July (2)
    • ►  June (5)
    • ►  May (5)
    • ►  April (6)
    • ►  March (3)
    • ►  February (3)
    • ►  January (4)
  • ►  2011 (55)
    • ►  December (3)
    • ►  November (3)
    • ►  October (5)
    • ►  September (6)
    • ►  August (4)
    • ►  July (3)
    • ►  June (3)
    • ►  May (4)
    • ►  April (7)
    • ►  March (5)
    • ►  February (6)
    • ►  January (6)
  • ►  2010 (45)
    • ►  December (5)
    • ►  November (6)
    • ►  October (4)
    • ►  September (6)
    • ►  July (1)
    • ►  June (4)
    • ►  May (2)
    • ►  April (3)
    • ►  March (5)
    • ►  February (4)
    • ►  January (5)
  • ▼  2009 (60)
    • ►  December (3)
    • ►  November (6)
    • ►  October (5)
    • ►  September (6)
    • ►  August (3)
    • ►  July (3)
    • ►  June (4)
    • ►  May (4)
    • ►  April (5)
    • ►  March (9)
    • ▼  February (7)
      • Fama-French and the Proxy Wars
      • Can betas be negative? (and other well used interv...
      • Alternatives to Regression Betas
      • The problem with regression betas
      • What betas can... and cannot do...
      • Executive Compensation Caps
      • Low riskfree rates...
    • ►  January (5)
  • ►  2008 (42)
    • ►  December (6)
    • ►  November (8)
    • ►  October (13)
    • ►  September (15)
Powered by Blogger.

About Me

Unknown
View my complete profile