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Thought Bubbles from the Deep


Unless volatility has some utility as a 'true & thorough' measure of risk is it any better then straight equal weight? Seems like you have to settle the volatility = risk debate before you can really decide if quantitative risk parity is right for you.

I'm all for risk parity within my portfolio but the risk assessment is perception/judgement based- I'm not smart enough to be able to code and quantify risk.
 

It depends on the desired goal to be achieved but the work of Eric Falkeinstein is pretty convincing in this regard,

http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1103404

This is just a snippet of table 6.1 (PDF version of the paper available for free at the link above) but you can see it ranks quite well as a standalone quantitative measure amongst a universe of stocks in predicting bankruptcy (high vol firms more likely to go bankrupt) compared to much more complex measures.


Falkenstein is no longer blogging but the pages of his "Falkenblog" will provide an enlightening read about some properties of volatility and whatnot.

Most modern corporate bankruptcy models at least include vols as an input.
 
Risk Parity

Thanks for your considered expansions.

Volatility is a statistical construct as a measure of risk. It has nice maths properties which help to make them popular and give some sensation that investment is sort of like physics. False comfort there. It's not the kind of risk which matters ultimately (having insufficient funds to meet your objectives/live adequately) in investment. It is just a proxy.

As a proxy, it is very likely to be better than the alternative of assuming that all stocks are equally risky (Buffett definition). It is not perfect. There will be exceptions here and there. Some ultra-speculative stock might be a 10x. In retrospect it wasn't dangerous or speculative at all....

Some super-safe investment, like AAA tranches of CDO securities in 2008, turned out not to be so safe.

The shortcomings of these proxies mean that we should not push models which rely on such constructs. One good thing about RP is that it is fairly robust to errors in estimation.

If you've got an excellent way to estimating risk per Buffett (including systemic risk to boot), you should definitely use that instead. Buffet is clearly a genius. However, even Buffett prefers an equity index fund for his wife when he passes on. Risk Parity is probably more sensible than that given the arguments made by Dalio. RP is a departure point for me (actually, there is a modifier which draws on - can you believe it - Falkenstein's PhD dissertation). If I knew nothing else but prices or easily extracted fundamentals, what could I calculate in a minute to create a reasonable portfolio of equity securities? RP would do alright, in my view.
 
Some super-safe investment, like AAA tranches of CDO securities in 2008, turned out not to be so safe.

As a contextual note, this was certainly captured by volatility measures for those paying attention to timeseries published by MarkIt and others:


(h/t Atlanta Fed)

As you can see constraining the above timeseries by volatility would have been significantly less damaging to overall equity than relying on either S&P or Moody ratings. Of course, at the time, nobody paid any heed whatsoever to those paying attention and we were largely dismissed as quacks (try being the son of a macroeconomics professor and convincing your father that S&P rated AAA is dog****)

can you believe it - Falkenstein's PhD dissertation

hehe! As his work is quite compelling I can absolutely believe ...consider sending the man an email to let him know his work has had impact, as he has always had a bit of a chip on his shoulder about not receiving recognition/achieving impact.

what could I calculate in a minute to create a reasonable portfolio of equity securities? RP would do alright, in my view.

Certainly when it comes to selecting assets within an asset class (e.g. ASX stocks, or US credit) volatility seems to be a more robust measure than selecting across asset classes, as Buffett noted of less volatile currency based assets vs more volatile equity based assets. I am not sure that mechanism is fully explained, at least I certainly haven't witnessed any satisfying explanation.
 
you mentioned it in the initial question but are you not afraid the imbalance in the asx would make some of your diversification more like a bet on small cap stocks?
look at IT stocks in Australia or even retail, the picture would be so different in Europe or the US but no apple/IBM, ford/GM here, there is a stranglehold of the few big 10 or so and then not much and the risks on these smaller caps becomes separated from their respective fields.
I do not know much there but the Aussie market may not be the best place for such strategy?
 

The ASX 200 is so concentrated into the top 20 stocks and those top twenty stocks are, in turn, so concentrated into a small number of drivers that it might be better to say that the index is a massive large cap tilt away from something sensible and representative of a balanced equity market exposure.

Having said this, I referenced Falkenstein previously. There is something to be said about not tilting into heaps of high spec companies, even if the diversification maths works out.

The ASX is over-concentrated and has a source of earnings which do not represent something which I could call representative of an economy which I participate in. This is partly addressed via RP. However, RP brings exposures to other things which need to be contained. These may include aversion to the kinds of things you are possibly referring to above.
 
you mentioned it in the initial question but are you not afraid the imbalance in the asx would make some of your diversification more like a bet on small cap stocks?

The answer to your question is not clear cut, it depends entirely on a variety of factors, such as lookback period, rebalancing frequency and date, maximum allocation (e.g. using leverage or not), and long only vs long/short. Most risk parity models are examining not just vols but also in conjunction with correlation, so a lot of crap gets filtered out as low utility in diversification sense.

FWIW Bridgewater Allweather is long only, while Bridgewater Pure Alpha is running a long/short book (both at 200% allocation IIRC).

It's been a while since I looked, but from memory most smalls are more volatile and higher pairwise correlation than larges on the ASX, probably some exceptions like Dominos.
 
Ad-hoc comments:

I like the Buffett quote. Learned the same from David Dreman a long time ago and still agree with it. I like Buffett's, "I'd much rather earn a lumpy 15% than a smooth 12%"
I'm a little more tempered now. I'm almost financial planner like (a moral one!) in the way I like to consider that it really depends on people's goals; what they want to acheive. Smooth returns (Buffett's, 12%) might be someone's goal. Avoiding excessive drawdown's might be someone's goal. Without the motivation of running a fund (with the goal of high returns), if I had a certain amount of money, as an individual investor, my goals would probably change too.

On the portfolio thing, equal weight is just fine by me (or the 1/N system for the cool nerds). Just haven't seen anything else in the academic papers to inspire otherwise. An agnostic equal weight just does a good job.

Back to the question though, I'm a little confused. DS, you initially asked, '"What portfolio should you hold if you want a basic exposure to the Australian market as a source of equity risk premium?" Without considering why or whether one should want an exposure to the Aussie market...a simple cap weighted index will do the job. It will do just that - give you a basic exposure to the Australian market. Comments about the Aussie market being top heavy are irrelevant, as the characteristics of the market, whatever they are, are what they are (if that makes sense). If the Australian market is top heavy, it's top heavy...and a decision to have a basic exposure to that market will (and should) reflect that. An exposure to Australian industry or the Australian economy or whatever might be a different matter. But this is about an exposure to the listed equity market in Australia. If someone is asking me for a basic exposure to Australian public stocks, I'd have to answer something along the lines of, 'you can't get much more basic exposure to the market than something like a cap weighted asx300 or somesuch index'
Going with an equal weight index is simply going to give you a non-size weighted exposure to the market, and would be just as fine. At the end of the day, there's not going to be a massive difference, anyway.

Anyway - just random thoughts really. I'm finding this thought piece (is that what you call a thread within a thread?) quite interesting. Keep the posts coming, everyone.
 

Thanks for your observations.

1. 1/N has beaten the relevant cap-weighted index in just about every jurisdiction over meaningful time periods - except for Australia (last I looked). Really weird exception when you see it. Need to ask yourself why that might be the case in Australia....

2. I have not expressed this accurately. You are quite right in terms of questioning the consistency of what I wrote. It is not consistent.

I meant to say that I seek a broad exposure to the equity risk premium available from stocks listed on the ASX. Though not strictly expressed, I also wish for this to be somewhat more balanced than exposures to banking and resources profits being some large figure as I am not a major consumer of these services. There is a concept of trying to get a broad exposure to the economy with half an eye on the nature of consumption.

Risk Parity helps to achieve this by spreading risk around. It is an advancement on equally weighting because it adjusts this concept for differences in risk/vol and makes allowance for correlations. It is essentially a quant version of equally weighted. Equal risk weighting. It's not a big step to take and, for me, not altogether too controversial.

You are right in that it is not a massive difference. The tracking error between an equally weighted index and the index is estimated at 3.2% [ie. on 2/3rds of rolling 1 year periods, the performance of the index and an equally weighted portfolio is likely to be +/- 3.2%].


---

As for papers, a good place to start is Clarke, DeSilva and Thorley (2013), "Risk Parity, ...", Journal of Portfolio Management, Spring 2013. These guys were the pioneers in implementing low-volatility portfolios. Key chart is below.



Focus on the 'X's as these are the geometric returns. RP is just a more sensible version of EW. The computation takes a fraction of a heartbeat, so the cost is negligible. They are both clearly superior to the index (at least over this time period and universe - US market). In the case of RP, this benefit was obtained with only about 1% more risk/vol.
 
What happens when:

The actions of central banks are intended to support financial markets (to the point of bubble creation) in order to stimulate the real economy [tick]

The economy does not fire-up anywhere near as much as hoped [tick]

More stimulus is added [tick]

The economy does not fire-up anywhere near as much as hoped [tick]

More stimulus is added [tick]

The economy does not fire-up anywhere near as much as expected [tick]

Strong evidence emerges that China is slowing and the CCP limits of control are laid bare in the form of the stock market gyrations and capital account drain (despite a supposedly closed capital account)...imagine how confident we should be about their ability to handle a mark-to-market on their debt [tick]

China sneezes and the world catches a cold [tick]

CB Governors say we will do whatever it takes to keep things flowing and there is no limit to their tools or willingness to use it [tick]

Yet they or other members of their decision committees (or other places like the RBA) are saying that monetary policy has reached is useful limits and further stimulus is likely to be a riskier path to take going forward due to the formation of asset bubbles and the concern this causes to the economy. [tick]

And Japan goes negative...pushing out the date of when it thinks that things will be alright again to a timeline that says they haven't taken a step forward since all this began [tick]

It's markets rally and currency drops as hoped...[tick]

....but this is no longer sustained as in previous jumps...[tick]

...and the price of gold quietly sneaks up...[tick]

...and the price for credit keeps rising...to levels approximating the days when the EU was fragmenting and Whatever It Takes was doing the rounds. [tick]


....and the cracks in the belief that these huge props to the state the world can do the job widen enough...

Where is this tipping point?

I do not like what I am seeing. The Emperor is looking less well dressed. Can an economy really function when direct investment is undertaken by government and/or the central banks and investment returns are so low that private citizens won't bother saving much as there is no benefit to it? Because that it the natural limit of where all this monetary support goes.

This is not a prediction of the end of the financial system etc. However it is incredible how much rides on the belief that the CB actions will bear fruit. And for that to happen, a key requirement is that the belief is sustained. Yet the evidence is increasing that the belief may be unjustified.

I am waiting for the day when the governors of the major CBs are on some stage with Lagarde holding hands in a show of solidarity like Paulson, Geithner, Bernanke...did in the midst of the GFC. For them, they had a full war chest and bazookas. This time around, the bazookas have been fired. If that stage show happens, it's likely a sell this time around.
 
What happens when:

Hi DS,

All I could think while reading your checklist was "well, actually, what has changed?".

Things aren't simply rolling over from good to bad. Much more simply, cracks are re-appearing in the wall that we have papered over repeatedly since I was just a kid, exactly as they are want to do when the underlying problems are not addressed.

If that stage show happens, it's likely a sell this time around.

Merely looking to the recent past for direction may confuse one into suboptimal choices. In the next crisis, being an owner of corporate capital might be a much better option than going to cash. A (nominal) price crash is not always the inevitable outcome.

Statement A:
CB Governors say we will do whatever it takes to keep things flowing and there is no limit to their tools or willingness to use it

Statement B:

Prices heading towards the top right quadrant of the chart doesn't necessarily imply a bubble. If real value of currency is declining then all you are seeing in such a chart is the effect of dilution. In that light, statement A is far more congruent with statement B than might appear at first glance. FWIW I definitely believe the CB Governors when they make statement A.

This is not a prediction of the end of the financial system etc.

Nor does such a prediction make sense unless one truly believes that the global credit economy will subject itself to a global deflation. I for one think the opposite outcome makes much more sense and with higher probability (as I'm sure you've gathered by now .

The financial system will of course be saved as one of humanities greatest inventions, at the expense of something relatively unimportant: the currency unit.

Please forgive in advance the long snippet pasted below (from http://fofoa.blogspot.com.au/2011/04/deflation-or-hyperinflation.html)

 
Swedroe summarising some new findings on volatility/beta/risk in light of skew

http://www.etf.com/sections/etf-industry-perspective/swedroe-when-risk-doesnt-lead-return?nopaging=1

Similar arguments relating to the premium for bearing neg skew are made for carry, momentum, value. An earlier study comparing the difference between upside and downside beta (a measure of skew informed by historical outcomes vs implied vol in this study) showed a premium as well.

To me it suggests that risk premia exposure might be spread away from equity and debt into factor exposures with rewarded risks in light of low return expectations.
 

I am a noob, but there are now many factor based etfs springing up like mushrooms. Smart Beta marketing is also popular.

I believe that factor exist as the underlying "limits to arbitrage" logic and observed transient nature makes sense, but would this not be a crowded trade at this time ?
 

The rise of ETFs has been huge. The factor betas have commonality despite differing definitions. I think it is reasonable to imagine that the trades are crowded as flows to and from ETFs by institutions can create/destroy units. I suppose the risk of such an event depends on the extent to which the capital in the factor ETFs is regarded as permanent as opposed to a flow of capital.

As these simple factor betas grow in AUM, new opportunities are created...
 
The market is increasingly pricing a significant credit event, possibly via disorderly deleveraging (default or retrenchment).

Key question: Can China's banks withstand the impact of a Yuan devaluation of about 10% (via various channels).
 
IMHO most trades are not as crowded as most people assume.

For every "investment philosophy" $ there is almost always someone else who thinks they can outperform by doing the opposite.

At all timescales.

I prefer the perspective provided by this blogpost, nothing new here as you can see if you'll read it. After reading, for those familiar with many different investment philosophies, styles and strategies, you will see they all approx fit into one of those categories (after you follow all assumptions to their logical conclusions).

https://cssanalytics.wordpress.com/...et-allocation-lessons-from-perold-and-sharpe/
 
The market is increasingly pricing a significant credit event, possibly via disorderly deleveraging (default or retrenchment).

Key question: Can China's banks withstand the impact of a Yuan devaluation of about 10% (via various channels).

Not an expert on the topic so would need the following question answered: are the Chinese banks exposed to currency risk (e.g. short yuan for long dollars)? As per the FOFOA quote I pasted above:


Sans currency risk, devaluation should be balance sheet positive...
 

The banks hedge their FX exposure. Their clients often do not. The banks will see this on their balance sheet as default. A devaluation will see rapid capital outflow initially which will require a monetary response to prevent outright asset and consumer deflation which will trigger a second round. Whether a monetary response to this will be successful is unknown. What I do know is that the CCP and Co could not control the stock market and have not been able to stop their capital account leaking by deca-billions each month. Much research suggests that credit events are preceded by rapid credit growth and asset price inflation. All of the pieces exist for the market to rightfully be concerned. If China falls, EM is next, and Europe comes after that.
 
Thanks Sinner ! Great paper (I just read the original). Unlike other papers that are often variations on a theme, this one lays out an elegant truth. Love it.

Had a thought reading the paper - the Vanguard/Boglehead market cap passive investing framework rests upon 2 pillars

1. For non market average return, someone must lose for someone to win. Casual investors should take market avg returns as wins are not certain for most (power law ?) so it is not worth it.
2. Market cap weighting means EVERYONE can hold the passive investing portfolio, so it is unique in that the trade cannot be crowded.

Putting aside that many passive investors do not hold the proper global market portfolio (exhibiting both home bias in the equity index etc), the balancing process used is constant mix with a concave payoff. As laid out in the paper, not everyone can adopt a concave payoff (only buy and hold...) and as more adopt a concave payoff, it becomes more costly to implement...

Have been reading up on Boglehead style passive investing to see where the "Gotcha" is as I am looking to invest a decent sum - for the framework to hold, all participants must straight Buy and Hold the Global Market portfolio. But few, if any passive investors actually do this - many do not invest in international equities (home bias) and all deviate from the FI/Equity split of the Global Market Portfolio as they perform asset allocation based on their risk appetite (ie age), which then requires an annual a constant split rebalance process that has a non-market neutral concave payoff...

Does this means pillar 2 above does not actually hold, the market can become unbalanced and passive investing can become "crowded" ?

Given the ever increasing inflows into passive investing and the death of active management, will this mean a potentially major market distortion will be introduced over time ? What form will the distortion take ?

Or am I missing something ?

Also Sinner, any other recommendations for other papers illustrating similar "truths" in the market ? Would love to get ahold of your reading list.

ps sorry for hijacking your thread DS, started this post with only vague thoughts and it kinda grew from there.

 
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