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The Great Bond Diversification Myth

Update: If you’re coming over to this article from Mr. French’s article over at RetirementResearcher, please note the last few paragraphs below where I shoot down his shockingly sloppy analysis.

Bonds diversify your equity portfolio risk. Everybody knows that, right? Well, how much diversification potential is there, really? Much less than we thought! (For full disclosure, though, bonds still serve a purpose, but it has nothing to do with diversification!)

Pop Quiz: Over the last 10 years, a portfolio of 80% stocks (U.S. Broad Equity Market) and 20% bonds (U.S. Aggregate Bond Market) had what correlation with the stock market?

A: 0.998

B: 0.857

C: 0.800

D: 0.683

The correct answer is A: the correlation was +0.998, so an 80/20 Stock/Bond portfolio would have been extremely highly correlated with the stock market. We might as well round it up all the way to 1.0 because from a statistical, financial and economic perspective that’s pretty much a perfect correlation. This correlation coefficient is for a broad U.S. stock market ETF (use Vanguard’s US Total Market VTI) vs. a portfolio made up of 80% Vanguard’s VTI and 20% Barclays Aggregate bond index (we used the iShares AGG total returns). Monthly returns are from 07/2006 to 07/2016.

Don’t believe the correlation is that high? Check out the scatter plot of monthly returns with the VTI ETF on the x-axis and the 80/20 portfolio on the y-axis:

Scatterplot: Equities vs. 80/20 portfolio: Almost a perfect correlation! (Note: R^2=0.996 implies correlation = 0.998)

Another unpleasant fact about bond diversification: during the worst five months of equity returns (all of them fell between June 2008 and February 2009) the bond index lost value as well. That’s due to the corporate bond exposure in the index and the spike in credit spreads during the Global Financial Crisis.

Ok, before we get too pessimistic about bonds, of course, the 80/20 portfolio did have a lower equity beta (=slope), pretty much exactly 0.8 and also a lower volatility (also about 0.8*the equity only volatility). But that is due to the lower equity weight and has very little to do with the 20% bond share. In fact, just holding 80% equities and 20% cash in a money market account would have generated a very similar result in terms of correlations and risk.

How far do we have to move out of stocks to reduce the correlation significantly? Let’s look at the return stats for portfolios with different equity shares. Specifically, we gradually reduce the equity weights in 10% increments, shifting them to either bonds (iShares AGG bond ETF) or simply into cash (earning the prevailing 3-month T-bill rate, Yahoo ticker ^IRX):

Return Stats for Different Equity/Bond/Cash weights

Even at 30% stocks and 70% bonds we still get a correlation of almost 0.9. To push the correlation below 0.5 we would need a 90% bond, 10% stock allocation. How crazy is that?

Also, the risk reduction in the portfolios with lower equity weights does not come from bonds. Plot the portfolio risk as a function of the Bond/Cash weight and we see that you could have achieved even more risk reduction by simply moving out of stocks and into an (essentially) free risk-free money market account, see figure below:

Portfolio risk reduction had nothing to do with bonds and had everything to do with lower equity weight

What causes the high correlations of the stock-bond portfolios with stocks?

If the broad bond index and equities have roughly a zero correlation (or about +0.05 as in our case), why is the correlation between the 80/20 portfolio and a 100% equity portfolio so high? Shouldn’t it be closer to 0.8? Skip this section if you don’t like math, but for math and finance geeks here’s the explanation, see figure below:

Pythagoras meets Modern Portfolio Theory: Variance decomposition of 80/20 portfolio

Does that mean that bonds are useless?

Of course, this is not to say that bonds were useless. Quite the contrary, as is evident from the table above, bonds had much higher average returns than cash. To visualize this better, let’s plot the average annualized return over the 10 years as a function of the Bond/Cash weight:

Shifting to bonds alleviates the return deterioration!

Because bonds had such an impressive run over the last 10 years, the opportunity cost of lowering equity weights was much lower: The aggregate US bond market (government plus investment-grade corporate bonds) beat the cash return by almost four full percentage points (4.91% in AGG ETF vs. 1.12% cash).

Side note: if you remember our post from a few weeks ago, you never raise cash to reduce risk, but rather walk along the efficient frontier, most likely by shifting out of equities and into bonds. So our result here is exactly consistent with our previous results: bonds offer a better risk vs. return tradeoff when trying to reduce portfolio risk.

Some additional comments:

Summary:

  1. Part of this post was inspired by the recent guest contributions on Physician on FIRE (part 1 and part 2), where a financial planner wrote about why she doesn’t use bonds when investing for the long-term. My rationale is a bit different but with the same final conclusion. Contrary to popular belief, replacing U.S. stocks with a broad U.S. bond index creates very little diversification through bonds themselves. The risk reduction is entirely due to a lower equity weight, especially if the bond weight is in the 1-20% range. Unless the bond weight moves to a staggering 70% or more the “diversified” portfolio still maintains a correlation with stocks north of 0.90.
  2. Bonds merely serve as a return booster to cushion the opportunity cost of a lower equity weight. In the past, this worked extremely well because the Barclays U.S. Aggregate Bond index beat your short-term T-bill returns by almost 4% p.a.
  3. It is unlikely that bonds will maintain this strong outperformance over cash yields. The current yield in the Barclays Agg is just above 2% (2.29% yield over the last 12 months according to iShares, at the time of writing this). If interest rates were to move up too quickly, bonds could see painful short-term losses. Then bonds would go from non-diversifier plus return booster to non-diversifier plus return-detractor. The worst of both worlds!
  4. Moreover, the attractiveness of bonds will erode even further if we consider more attractive cash yields in some money market accounts that are closer to 1% if you shop around. That’s getting pretty darn close to the 1.5% for the 10-year government bond!
  5. Bonds have the additional problem that over longer horizons (say 10, 20, 30 or more years) they can have long stretches of bad returns (80+ years of zero real return!), see our analysis here on 145 years of bond return history.

PS: The Retirement Researcher article

If you are coming over from Retirement Researcher, please note this: Nothing the author, Bob French, writes on his page negates anything I say here. In fact, quite the opposite, he repeats exactly the argument I use to prove that there can’t be much diversification: “The volatility of the stock market monstrously swamps the volatility of the bond market” – a nice summary of my central argument, see the Pythagoras picture above. I have seen my fair share of people disagreeing with me, but it’s the first time I see anybody try to disprove me, using the exact same arguments that I provided.

Three more notes:

How large is your bond share? Have you calculated the correlation of your portfolio with the equity-only share lately?

 

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