High Beta Stocks Backtest
Moderator: Global Moderator
- MachineGhost
- Executive Member
- Posts: 10054
- Joined: Sat Nov 12, 2011 9:31 am
High Beta Stocks Backtest
It's been wondered for some time whether or not high beta stocks would be better in the PP as HB originally recommended high beta mutual funds. My verdict is no unless you're a gunslinger or use some serious risk reduction techniques (trend following is no good and actually doubles the MaxDD!). Since 4/1998:
Vanilla PP: 6.52% CAR, -15.24% MaxDD
High Beta Stocks PP: 8.23% CAR, -37.04% MaxDD
Low Beta Stocks PP: 7.53% CAR, -14.02% MaxDD
Momentum Stocks PP: 6.78%, -20.47% MaxDD
Value Stocks PP: 6.25%, -15.79% MaxDD
SmallCap Value Stocks PP: 8.14%, -15.31% MaxDD
Low Beta is a analogy for low volatility which is a known anomaly factor, so its not as strange as it appears. Whats strange is it actually works within the PP context. I suspect the volatility capture effect is so minuscle it doesn't win out against the anomaly factors, at least in terms of risk-adjusted gain.
Vanilla PP: 6.52% CAR, -15.24% MaxDD
High Beta Stocks PP: 8.23% CAR, -37.04% MaxDD
Low Beta Stocks PP: 7.53% CAR, -14.02% MaxDD
Momentum Stocks PP: 6.78%, -20.47% MaxDD
Value Stocks PP: 6.25%, -15.79% MaxDD
SmallCap Value Stocks PP: 8.14%, -15.31% MaxDD
Low Beta is a analogy for low volatility which is a known anomaly factor, so its not as strange as it appears. Whats strange is it actually works within the PP context. I suspect the volatility capture effect is so minuscle it doesn't win out against the anomaly factors, at least in terms of risk-adjusted gain.
Last edited by MachineGhost on Tue May 07, 2013 2:06 pm, edited 1 time in total.
"All generous minds have a horror of what are commonly called 'Facts'. They are the brute beasts of the intellectual domain." -- Thomas Hobbes
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Re: High Beta Backtest
That's quite a performance boost. Some people might be OK with the increased volatility, which is probably not worse than most standard Boglehead type 70/30 portfolios.
"Democracy is two wolves and a lamb voting on what to have for lunch." -- Benjamin Franklin
- MachineGhost
- Executive Member
- Posts: 10054
- Joined: Sat Nov 12, 2011 9:31 am
Re: High Beta Backtest
I wouldn't know about the risk of Boglehead portfolios, but keep in mind that a 37.04% MaxDD requires around a 55% gain just back to breakeven. You could be underwater for years!
"All generous minds have a horror of what are commonly called 'Facts'. They are the brute beasts of the intellectual domain." -- Thomas Hobbes
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
- MachineGhost
- Executive Member
- Posts: 10054
- Joined: Sat Nov 12, 2011 9:31 am
Re: High Beta Backtest
I checked the stats, the High Beta PP was underwater for 1,460 trading days, or approximately 5.8 calendar years.
From the looks of it, a lot of high beta stocks were tech stocks. They got absolutely destroyed post-2000 with a 95.487% maximum drawdown. This includes delistings.
Wow, if there was a stock torture test for the PP, this sure comes close!
From the looks of it, a lot of high beta stocks were tech stocks. They got absolutely destroyed post-2000 with a 95.487% maximum drawdown. This includes delistings.
Wow, if there was a stock torture test for the PP, this sure comes close!
Last edited by MachineGhost on Tue May 07, 2013 1:50 pm, edited 1 time in total.
"All generous minds have a horror of what are commonly called 'Facts'. They are the brute beasts of the intellectual domain." -- Thomas Hobbes
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Re: High Beta Backtest
I think SCV would be a more compelling way to get extra volatility. High beta could actually just be a proxy for the amount of speculative fervor associated with a stock which is kind of a shaky foundation for an equity portfolio. The fact that MG found that high beta was associated with tech in the late 90s might support this hypothesis.
Last edited by melveyr on Tue May 07, 2013 1:41 pm, edited 1 time in total.
everything comes from somewhere and everything goes somewhere
- MachineGhost
- Executive Member
- Posts: 10054
- Joined: Sat Nov 12, 2011 9:31 am
Re: High Beta Backtest
Being the size or the value? Do you want me to backtest it and have you risk public humiliation?melveyr wrote: I think SCV would be a more compelling way to get extra volatility. High beta could actually just be a proxy for the amount of speculative fervor associated with a stock which is kind of a shaky foundation for an equity portfolio. The fact that MG found that high beta was associated with tech in the late 90s might support this hypothesis.

"All generous minds have a horror of what are commonly called 'Facts'. They are the brute beasts of the intellectual domain." -- Thomas Hobbes
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Re: High Beta Backtest
What do you mean? I was saying that small cap value instead of total stock market makes more sense to me than going high beta. Backtest away...MachineGhost wrote:Being the size or the value? Do you want me to backtest it and have you risk public humiliation?melveyr wrote: I think SCV would be a more compelling way to get extra volatility. High beta could actually just be a proxy for the amount of speculative fervor associated with a stock which is kind of a shaky foundation for an equity portfolio. The fact that MG found that high beta was associated with tech in the late 90s might support this hypothesis.![]()
everything comes from somewhere and everything goes somewhere
- MachineGhost
- Executive Member
- Posts: 10054
- Joined: Sat Nov 12, 2011 9:31 am
Re: High Beta Backtest
It was a failed attempt at humor. And I meant do you believe the higher volatility will come from the small component or from the value component, or in other words, why both together?melveyr wrote: What do you mean? I was saying that small cap value instead of total stock market makes more sense to me than going high beta. Backtest away...
EDIT: Since I'm on a roll here, I've updated the OP to show momentum and value stocks.
Last edited by MachineGhost on Tue May 07, 2013 2:03 pm, edited 1 time in total.
"All generous minds have a horror of what are commonly called 'Facts'. They are the brute beasts of the intellectual domain." -- Thomas Hobbes
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Re: High Beta Backtest
Well it was less about explicitly chasing vol and more about the anomaly that SCV has strong risk adjusted returns. It also has happened to have higher volatility than the stock market so it could work from a volatility harvesting standpoint. I am not sure about the breakdown of what contributes to the volatility (small or value) but I would wager that its both.MachineGhost wrote:It was a failed attempt at humor. And I meant do you believe the higher volatility will come from the small component or from the value component, or in other words, why both together?melveyr wrote: What do you mean? I was saying that small cap value instead of total stock market makes more sense to me than going high beta. Backtest away...
EDIT: Since I'm on a roll here, I've updated the OP to show momentum stocks.
everything comes from somewhere and everything goes somewhere
- MachineGhost
- Executive Member
- Posts: 10054
- Joined: Sat Nov 12, 2011 9:31 am
Re: High Beta Backtest
Okay, I don't have an index for that so I'll use the Vanguard fund. Pretty interesting! Is the results pretty much normal for SmallCap Value or is it a temporary outperformance because of the post-2000 climate?melveyr wrote: Well it was less about explicitly chasing vol and more about the anomaly that SCV has strong risk adjusted returns. It also has happened to have higher volatility than the stock market so it could work from a volatility harvesting standpoint. I am not sure about the breakdown of what contributes to the volatility (small or value) but I would wager that its both.
"All generous minds have a horror of what are commonly called 'Facts'. They are the brute beasts of the intellectual domain." -- Thomas Hobbes
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Re: High Beta Backtest
MG,MachineGhost wrote:Okay, I don't have an index for that so I'll use the Vanguard fund. Pretty interesting! Is the results pretty much normal for SmallCap Value or is it a temporary outperformance because of the post-2000 climate?melveyr wrote: Well it was less about explicitly chasing vol and more about the anomaly that SCV has strong risk adjusted returns. It also has happened to have higher volatility than the stock market so it could work from a volatility harvesting standpoint. I am not sure about the breakdown of what contributes to the volatility (small or value) but I would wager that its both.
You should check out the Kenneth French data library:
http://mba.tuck.dartmouth.edu/pages/fac ... brary.html
You can get monthly total returns for so many things, most importantly T-Bills, the stock market, and SCV. The data goes WAY back (a lot of it to the 1920s). They often look at excess returns (return - T-Bill return) but you can easily add them back in.
everything comes from somewhere and everything goes somewhere
Re: High Beta Stocks Backtest
Thanks for looking into that. I've been wondering the same thing for some time. My current game plan is to gradually shift the stock portion of my PP from having a small value tilt towards having a low volatility tilt once I hit retirement. As time dwindles on my expected lifespan, I will have less time to recover from high volatility so I'm hoping this will dampen any major swings.MachineGhost wrote: It's been wondered for some time whether or not high beta stocks would be better in the PP as HB originally recommended high beta mutual funds. My verdict is no unless you're a gunslinger or use some serious risk reduction techniques (trend following is no good and actually doubles the MaxDD!).
Low Beta is a analogy for low volatility which is a known anomaly factor, so its not as strange as it appears. Whats strange is it actually works within the PP context. I suspect the volatility capture effect is so minuscle it doesn't win out against the anomaly factors, at least in terms of risk-adjusted gain.
Now all I need to do is find a couple of good low volatility gold and LTT funds!

The whole aim of practical politics is to keep the populace alarmed (and hence clamorous to be led to safety) by menacing it with an endless series of hobgoblins, all of them imaginary.
- H. L. Mencken
- H. L. Mencken
- Pointedstick
- Executive Member
- Posts: 8883
- Joined: Tue Apr 17, 2012 9:21 pm
- Contact:
Re: High Beta Stocks Backtest
Check out the last couple of posts in http://gyroscopicinvesting.com/forum/in ... g66279#newrocketdog wrote: Now all I need to do is find a couple of good low volatility gold and LTT funds!![]()
TLH has lower-duration bonds than TLT (and is therefore lower in volatility) and you can kinda-sorta have a lower-volatility gold-like thing by swapping some of the gold out for TIPS. Not a great solution, I know. But the combination seems to backtest well.
Human behavior is economic behavior. The particulars may vary, but competition for limited resources remains a constant.
- CEO Nwabudike Morgan
- CEO Nwabudike Morgan
Re: High Beta Stocks Backtest
IMO, if one wants a different risk/reward profile than the vanilla PP, mixing in a VP is safer and better than tampering with individual PP assets. The 4x25 is a well-oiled machine of interdependent parts. If you want less risk/reward, add a VP of cash. If you want more, add a broad market or small cap value index fund.
- MachineGhost
- Executive Member
- Posts: 10054
- Joined: Sat Nov 12, 2011 9:31 am
Re: High Beta Stocks Backtest
I think your TIPS suggestion is actually a reasonable idea for lowering the portfolio risk except for the reason we own gold. TIPS are certainly part of the AWP portfolio that I've been questioning of late.Pointedstick wrote: TLH has lower-duration bonds than TLT (and is therefore lower in volatility) and you can kinda-sorta have a lower-volatility gold-like thing by swapping some of the gold out for TIPS. Not a great solution, I know. But the combination seems to backtest well.
In theory, with less risky stocks, you wouldn't need such long duration bonds. Do they really serve any other purpose but to hedge the stocks?
I've been pondering if the the PP is actually right for me. There's no doubt I believe in the clustering correlations of the assets, the problem is I still find the portfolio risk to be so out of whack with the return offered when other portfolio approaches (such as rental real estate, municipal bonds, dividend growers) are far superior with less risk so long as you ignore the gold buggerism and MR.
Last edited by MachineGhost on Tue May 07, 2013 3:22 pm, edited 1 time in total.
"All generous minds have a horror of what are commonly called 'Facts'. They are the brute beasts of the intellectual domain." -- Thomas Hobbes
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
Disclaimer: I am not a broker, dealer, investment advisor, physician, theologian or prophet. I should not be considered as legally permitted to render such advice!
- Pointedstick
- Executive Member
- Posts: 8883
- Joined: Tue Apr 17, 2012 9:21 pm
- Contact:
Re: High Beta Stocks Backtest
I've noticed.MachineGhost wrote: I've been pondering if the the PP is actually right for me. There's no doubt I believe in the clustering correlations of the assets, the problem is I still find the portfolio risk to be so out of whack with the return offered when other portfolio approaches (such as rental real estate, municipal bonds, dividend growers) are far superior with less risk so long as you ignore the gold buggerism and MR.

Rental real estate is horribly risky unless you own multiple properties in different geographical locations; even an apartment complex in one city can be entirely leveled by a tornado or fire or something. And it's a ton of work, too. Much more like a job than an investment strategy. If you're not a big people person and don't like construction, forget it.
Munis are risky not only due to their default and call risks, but they share with all fixed income products a major implementation risk that you'll buy in during a period of ultra-low rates (like right now). A fixed-income heavy strategy that relies on coupon payments seems like a terrible investment on its own at this point in time. You wanted to buy those bonds in 2009. Or 2000.
Same for dividend growers; we're in the middle of a stock boom. The time to buy into the nice fat dividend growing companies was before 2012 IMHO.
So what are we left with? A 50/50 Boglehead portfolio? That's doing well right now because the stock market is on fire, but it'll crash terribly due to all the corporate bonds. A 30-year treasury bond ladder? Good luck deriving much income from it, and it'll deliver really poor capital appreciation. International stocks or bonds? There's even more risk there, without necessarily more return attached. Annuities? Personally, those make my head spin. I can barely understand a thing about them.
I don't necessarily disagree with you, MG, but it looks to me like the PP is the best choice we have without having to dive deep in the the world of Wall Street financial engineering. Don't let the perfect be the enemy of the good!
Last edited by Pointedstick on Tue May 07, 2013 3:56 pm, edited 1 time in total.
Human behavior is economic behavior. The particulars may vary, but competition for limited resources remains a constant.
- CEO Nwabudike Morgan
- CEO Nwabudike Morgan
Re: High Beta Stocks Backtest
That's my intent. My PP is the same percentage of my portfolio as my age, and my VP makes up the rest. So I will always have a VP... at least until I turn 100, that is!KevinW wrote: IMO, if one wants a different risk/reward profile than the vanilla PP, mixing in a VP is safer and better than tampering with individual PP assets. The 4x25 is a well-oiled machine of interdependent parts. If you want less risk/reward, add a VP of cash. If you want more, add a broad market or small cap value index fund.

The whole aim of practical politics is to keep the populace alarmed (and hence clamorous to be led to safety) by menacing it with an endless series of hobgoblins, all of them imaginary.
- H. L. Mencken
- H. L. Mencken
Re: High Beta Stocks Backtest
I'm confused, I thought you said

rocketdog wrote: My current game plan is to gradually shift the stock portion of my PP from having a small value tilt towards having a low volatility tilt once I hit retirement.
rocketdog wrote: Now all I need to do is find a couple of good low volatility gold and LTT funds!![]()

Re: High Beta Stocks Backtest
I did say that. Does it not make sense? If not I'll be happy to clarify, but give me specifics.KevinW wrote: I'm confused, I thought you said
rocketdog wrote: My current game plan is to gradually shift the stock portion of my PP from having a small value tilt towards having a low volatility tilt once I hit retirement.rocketdog wrote: Now all I need to do is find a couple of good low volatility gold and LTT funds!![]()
![]()
The whole aim of practical politics is to keep the populace alarmed (and hence clamorous to be led to safety) by menacing it with an endless series of hobgoblins, all of them imaginary.
- H. L. Mencken
- H. L. Mencken
Re: High Beta Stocks Backtest
Well on one hand you agree that the vanilla PP should be left as-is with no tampering, and then on the other you say you are using low volatility stocks instead of a TSM index. And wish for lower-volatility bonds and gold. Those things seem contradictory.