In a recent post Brewer, ESRBob, etc. discussed (1) the fact that a few "worst case" scenarios determined SWR and (2) asset classes that may perfom well during stagflation.
My questions is has anyone looked at the effect of a wide range of (hopefully non-correlated) asset classes on SWR?
In a FIRECalc run I got the following data for portfolio value at the end of a 50 year period (starting with $1M):
$11M average value
$14M standard deviation
$68M maximum value
-$277k mimimum value (small in magnitude compared to other values)
91% success rate
At the risk of being obvious, this demonstrates ESRBob's worst case comments. Any ER should be happy with the average. It is the low end of the distribution that causes the problem. Furthermore the standard deviation is very large with respect to the average. (Although a lot of the SD comes from the long tail on the high end not the low end of the distribution. It is highly skewed.)
If you look at the year-by-year results it shows that most of the failures are clustered around the '30s (the Depression) and the 60-70s (Stagflation) which shows, again at the risk of being obvious, that the failures are caused by excessive withdrawals durings long periods of underperformance. (Brewer was this the source of the stagflation question?) Unfortunately as ESRBob commented you don't know how long the underperformance will last until it is too late!
It seems to me that one possible way to address this problem and increase SWR is to try to decrease the variability in the end-of-life (a bit morbid, sorry) portfolio value, possibly at the expense the average value by holding a wide range of (hopefully non-correlated) asset classes. i.e. Our old friend diversification.
For example I got the r2 (w/the SP500) and 10 year returns of several example funds from the Vanguard web site:
Fund r2 10-Year Return
SP500 1.0 9.0
TRP Em Mrkt 0.72 10.1
TRP New Era (Nat Res) 0.52 5.05
TRP Sml Cap Val 0.72 14.6
TRP Int Bond 0.95 5.3
Fid Infl Prot 0.79 6.8 (3 year return)
Fid Sel Gold 0.08 7.4
TRP Rel Estate 0.18 16.0
I believe that in the 60-70s stagflation era that a healthy dose of real estate, gold, and natural resources would have helped your retirement portfolio survive. I think that they did well historically during that time and the above table shows that the r2 with the SP500 is low.
Also notice the r2 for the Int Term Bond fund. It is highly correlated with the SP500. To me this says that bonds help "diversify" the porfolio because they dampen the losses because of the low beta (they're not as volatile as stocks) but this also means, according to efficient market theory, that their long term return will be less) compared to stocks not because they are "zigging while stocks are zagging." I think that perhaps a better way to diversify is to try to find something that tends to zig when stocks are zagging (low r2) but with a higher beta and hopefully a higher long term return. (Disclosure: My portfolio is about 60% stocks, mostly total market index, and 30% bonds so I can't claim to be practicing this.)
I guess that my conclusion to this ramble is that I think that this suggests that a good strategy for maximizing SWR is to diversify with a handfull of asset classes with low r2 with respect to the market and also with respect to each other. For example nat'l resouces, real estate, emerging markets, gold, TIPS as well as stocks and conventional bonds.
Of course diversification of this sort is nothing new and I recall that based on other posts many of you already hold a wide array of asset classes. Since I'm relatively new to the topic I'm sure that many others have thought along these lines but I don't recall seeing any studies on the effect on SWR?
I suspect a "history based" calculator like FIREcalc would be best for this sort of work because as SG stated in another post it would probably be difficult to get relationships for all of the asset classes for a Monte Carlo calculator.
MB
My questions is has anyone looked at the effect of a wide range of (hopefully non-correlated) asset classes on SWR?
In a FIRECalc run I got the following data for portfolio value at the end of a 50 year period (starting with $1M):
$11M average value
$14M standard deviation
$68M maximum value
-$277k mimimum value (small in magnitude compared to other values)
91% success rate
At the risk of being obvious, this demonstrates ESRBob's worst case comments. Any ER should be happy with the average. It is the low end of the distribution that causes the problem. Furthermore the standard deviation is very large with respect to the average. (Although a lot of the SD comes from the long tail on the high end not the low end of the distribution. It is highly skewed.)
If you look at the year-by-year results it shows that most of the failures are clustered around the '30s (the Depression) and the 60-70s (Stagflation) which shows, again at the risk of being obvious, that the failures are caused by excessive withdrawals durings long periods of underperformance. (Brewer was this the source of the stagflation question?) Unfortunately as ESRBob commented you don't know how long the underperformance will last until it is too late!
It seems to me that one possible way to address this problem and increase SWR is to try to decrease the variability in the end-of-life (a bit morbid, sorry) portfolio value, possibly at the expense the average value by holding a wide range of (hopefully non-correlated) asset classes. i.e. Our old friend diversification.
For example I got the r2 (w/the SP500) and 10 year returns of several example funds from the Vanguard web site:
Fund r2 10-Year Return
SP500 1.0 9.0
TRP Em Mrkt 0.72 10.1
TRP New Era (Nat Res) 0.52 5.05
TRP Sml Cap Val 0.72 14.6
TRP Int Bond 0.95 5.3
Fid Infl Prot 0.79 6.8 (3 year return)
Fid Sel Gold 0.08 7.4
TRP Rel Estate 0.18 16.0
I believe that in the 60-70s stagflation era that a healthy dose of real estate, gold, and natural resources would have helped your retirement portfolio survive. I think that they did well historically during that time and the above table shows that the r2 with the SP500 is low.
Also notice the r2 for the Int Term Bond fund. It is highly correlated with the SP500. To me this says that bonds help "diversify" the porfolio because they dampen the losses because of the low beta (they're not as volatile as stocks) but this also means, according to efficient market theory, that their long term return will be less) compared to stocks not because they are "zigging while stocks are zagging." I think that perhaps a better way to diversify is to try to find something that tends to zig when stocks are zagging (low r2) but with a higher beta and hopefully a higher long term return. (Disclosure: My portfolio is about 60% stocks, mostly total market index, and 30% bonds so I can't claim to be practicing this.)
I guess that my conclusion to this ramble is that I think that this suggests that a good strategy for maximizing SWR is to diversify with a handfull of asset classes with low r2 with respect to the market and also with respect to each other. For example nat'l resouces, real estate, emerging markets, gold, TIPS as well as stocks and conventional bonds.
Of course diversification of this sort is nothing new and I recall that based on other posts many of you already hold a wide array of asset classes. Since I'm relatively new to the topic I'm sure that many others have thought along these lines but I don't recall seeing any studies on the effect on SWR?
I suspect a "history based" calculator like FIREcalc would be best for this sort of work because as SG stated in another post it would probably be difficult to get relationships for all of the asset classes for a Monte Carlo calculator.
MB