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Monte Carlo Models for Portfolio Planning
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quantext
04-22-2008, 2:56 PM | Post #2510622 |
93 Replies
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Hi all: Several recent threads suggested to me that people here might be interested in a thread on Monte Carlo models. The first was the thread on Ben Stein and Phil DeMuth's book called Yes, You Can Supercharge Your Portfolios. The second was a thread on asset allocations that combined individual stocks with index funds. A third was the thread on target date funds (which are typically developed using Monte Carlo models). The meat of these threads suggested that many (if not most) Diehards might be interested in this topic. To kick this off, I offer the following excerpt from the 2005 Annual Report from the Yale Endowment, managed by the legendary asset allocation guru, David Swensen: "close observers can say that the real secret to Yale's remarkable success is defense, defense, defense. But how, you might ask, can defense be so important to Yale's remarkably positive results? Starting with that great truism of longterm success in investing—if investors could just eliminate their larger losses, the good results would take care of themselves—we remind ourselves of the great advantages of staying out of trouble.
Yale's rigorous defense in investing combines a series of rational initiatives rooted in the powerful body of investment theory developed at Yale and other universities. The architecture of Yale's portfolio structure is designed to locate the Endowment portfolio on the efficient frontier in trade-off between risk and return. Utilizing Monte Carlo simulations, Yale's portfolio is tested using thousands of possible scenarios, with particular attention to avoiding disruptive adversity and untoward portfolio outcomes." 2005 Yale Annual Report
I find this to be a fascinating statement. There are a range of other resources that suggest that Swensen relies on Monte Carlo models for asset allocation. It seems that many investors essentially ignore these models, even though they are a standard for portfolio management in institutional circles. Part of this may be due to applications like FinancialEngines which, though cofounded by Nobel Laureate Bill Sharpe, has not won over the hearts of investors. I am interested in thoughts / investor's experiences with Monte Carlo and engaging a discussion here. I developed my firm's Monte Carlo asset allocation article and I have written close to 1000 pages of articles on testing and benchmarking these models, so I believe that I can be a useful resource if people are interested. Regards, Geoff
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Related Topics
Annual ReportMonte Carloportfolio managementtargetTarget date
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Please vote on this thread!
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quantext
04-24-2008, 10:41 AM | Post #2511338
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Hi all: BTW, I noticed that the 'votes' on this thread are not very high. I thought that there would be more interest in this topic. If you want to see this thread continue, please vote to the positive (or vice versa). Regards, Geoff
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Re: Monte Carlo Models for Portfolio Planning
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Heaths
04-24-2008, 10:48 AM | Post #2511342
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quantext: Hi Heaths: I get your point and I think that I can articulate it in a simple way. You're argument could be made like this: Bonds show a consistent near-zero correlation to stocks and the standard deviation in returns for bonds is low. You have confidence, that both of these facts will hold up. On the other hand, you are concerned that combining riskier (but low correlation) stocks to achieve the same effect is somehow inherently riskier because of forward estimation error for SD and correlations. This is an interesting question and goes deeply to assumptions about the statistical 'stationarity' of the world--and financial statistics in particular. This also goes to Nassim Taleb's arguments that we tend to think we know more than we do. Personally, I believe in the efficiency of markets on long time horizons--as does John Bogle, Swensen, Buffett, etc. We could all be wrong. People who want to be engaged at this level will need to study very hard and choose their degree of faith in our knowledge--and this actually relates to a myriad of issues like population, global food and water shortages, climate change, peak oil, etc. How much can we really know about the future? My perspective is that quantitative models can provide a consistent and objective way to look at markets and weigh alternatives. These models have limitations--the map is not the territory. That said, history has shown clearly that investors' bigest enemies are (1) emotionally chasing performance, and (2) ignoring diversification---the average investor errs on the far opposite end of the spectrum. Geoff
Thanks Geoff You accurately articulated my point, and I do not disagree with the points you made in your second paragraph. However, I don’t think that you fully responded to my question. Let me ask it simply: do you agree that the 80-20 portfolio is riskier than the 60-40 portfolio despite identical SD’s computed by QPP? For discussion purposes, assume a retiree whose financial situation will be harmed by a substantial drop in value.
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correlation
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Re: Please vote on this thread!
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beeman
04-24-2008, 10:48 AM | Post #2511343
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Hi Geoff- Keep up the good work. It's an interesting discussion even though some of us have nothing to add.
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Re: Please vote on this thread!
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Normcee
04-24-2008, 1:52 PM | Post #2511387
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Fascinating thread, please keep it going. Norm
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Re: Part III: Asset Allocation and Individual Stocks
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Heaths
04-24-2008, 2:51 PM | Post #2511397
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Here is a quote from Supercharge that discusses use and selection of individual stocks. While you might have hit upon the investment idea of the century, there’s also the very lively possibility that you have uncovered a specious statistical concatenation that will unravel and take you and your money with it. If your overall portfolio doesn’t broadly access the returns of global capital markets, you’re proceeding down a road less traveled that may not take you where you want to go. If you can’t see a convincing rationale why your portfolio makes sense, don’t do it…. Do not invest in things you do not understand… In other words if you’re going to invest in individual stocks, make sure that you are investing in good stocks that you understand. Does this mean that the MCS has less importance than stock picking? Many of us fear that we do not have the requisite stock picking skills. How much weight should one give to the MCS and how much to stock picking? How does statistical 'stationarity' apply here?
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stocksPortfolioreturnsinvestment
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Re: Part III: Asset Allocation and Individual Stocks
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oldowl
04-24-2008, 3:15 PM | Post #2511400
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Hi All- Two observations. A few months ago, I solicited proposals from different folks -my bank, financial planners and some brokierage houses like Merrill. Rach were given the same time horizon, risk tolerance, etc. They all came back with asset allocation models based on Monte Carlo simulations ... and no two were alike. As someone in this post pointed out, GIGO. How do you figure out which Monte Carlo analysis is the best one?? I don't know. I ended up ignoring the recommendations. Second observation. Asset allocation is necessary but not sufficient. My arugment is that when Swenson decides to allocation 20% of the Yale porftolio to market neutral managers or real asset managers, he can pay big bucks to some outstanding managers to execute the strategy. Asset allocation alone is no formula for succes. It has to be combined with effective management. Does anyone believe Swenson would have gotten the results he has achieved if he had mediocre people managing his funds? Best, Ed
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managersrisk tolerance
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Re: Part III: Asset Allocation and Individual Stocks
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Laksmi
04-24-2008, 4:28 PM | Post #2511412
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This is slightly off point but the reference to Buffet triggered the thought that the Oracle of Omaha is sort of contradictory in his statements.
He has gone on record at numerous times saying his own performance refutes the notion of an efficient market theory. He could not have compounded his money at 30% per annum as he did early in his career if it were true.
At the same time he doesn't believe that ordinary investors can or should be picking individual stocks and they would do better to hold low cost index funds.
Isn't the true moral that individual investors should be investing with people like Buffet who have proven track records of being successful with concentrated portfolios? I know Buffet himself thinks diversification is only good if you don't know what you're doing.
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stocksPortfoliodiversification
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Re: Part III: Asset Allocation and Individual Stocks
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chinwhisker
04-24-2008, 5:03 PM | Post #2511420
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oldowl: Asset allocation alone is no formula for succes. It has to be combined with effective management. Does anyone believe Swenson would have gotten the results he has achieved if he had mediocre people managing his funds?
Hi Ed, This would be an Active -vs.- Passive debate. I have created a few threads to discuss this, Active vs. Managed, http://socialize.morningstar.com/NewSocialize/forums/thread/2483662.aspxhttp://socialize.morningstar.com/NewSocialize/forums/thread/2483662.aspx Why Indexing, http://socialize.morningstar.com/NewSocialize/forums/1/2493113/ShowThread.aspx?mrr=1204482905 The following 3 are from one conversation, http://socialize.morningstar.com/NewSocialize/blogs/chinwhisker/2508009/post.aspx Asset Allocation, Choosing funds, fixed and taxable, Choosing funds, stocks, I'd be more than happy to hear your thoughts on any of them. Just reply to the conversation you disagree with. Chin
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Fundsstocksasset allocationIndexing
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Re: Please vote on this thread!
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chinwhisker
04-24-2008, 5:06 PM | Post #2511422
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quantext: Hi all: BTW, I noticed that the 'votes' on this thread are not very high. I thought that there would be more interest in this topic. If you want to see this thread continue, please vote to the positive (or vice versa). Regards,
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