Correlations: Part II a continuation of
Part I
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I got this e-mail from Mark H. which noted some strategy involving trailing 3-year market
data in order to reorganize a portfolio for the coming year (or two or three or whatever).
It got me thinking that ...
>Thinking? That was your first mistake.
Pay attention.
The question is:"Is three years meaningful? Should it be more? Less? What?
So I do the following ... similar to Part I:
- Starting in Jan, 1950 I look at the Annualized Return over the previous N =
3 years.
- I look at the return for the current year (namely 1950).
- I repeat this (1) - (2) ritual for 1951, then 1952, then 1953, etc. etc.
- With two sets of numbers (the trailing 3-year-returns
and the current-year returns) I calculate the Pearson Correlation.
- I repeat steps (1) - (4) with N =
1, 2 ...
15 years.
>I assume it depends upon your portfolio, eh? I mean ...
Yes, it depends upon the allocation between, for example, Large Cap Growth Stocks or
maybe Small Cap Value Stocks and maybe some 5-year Treasuries and maybe some ...
>Okay, I get the idea. So you're looking for the best N. What did you find?
This:
>Negative correlation? You're kidding, right? You made a mistake, right?
Interesting, but (until I'm finished) you can play with my spreadsheet
- which looks like this.
Just RIGHT-click here and "Save Target".
>But doesn't everybuddy use historical data to predict the future?
Well, that's a bit of an exaggeration, but ... uh, I've been known to ...
>Yes, yes. I know. You use your special
patented technique.
But, in Part I, we did the S&P 500. How about that?
Yes, here's 100% S&P
>It's still got that up and down thing, right?
Actually, it's down and up, but yes, it seems so: negative correlation in the short
and long term. Funny, eh?
If the near term past performance was good, then this year is likely to be not as good.
It's curious, I know, but ...
>Doesn't anything have POSITIVE correlation?
Yes ... T-bills
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>You used the Annualized return. What about the Average trailing return?
Same result. The charts change very little.
>So, is there a strategy there? I mean, can you take advantage ...?
I doubt it, but let me think on it ...
>If the trailing returns were positive,
you'd expect the current year to have a negative return, so you reduce your holdings.
How about that?
A negative return? No. You'd expect a return which is not as good. For example, with a
4 x 25
slice & dice
portfolio the relationship between 3-year trailing annualized return and
the current year return is shown here:
The
beta
is -2.8
(that's the slope: Δy/Δx)
If the trailing return is x then you might expect the current year return
to be
y = -2.8 x + 0.3 so, if x = 0.08 (meaning an 8% trailing return),
then you might expect
y = -2.8 (0.08) + 0.3 = 0.076 or 7.6%
see the spot on the red regression line?
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>But that could be negative, eh?
Yes, if the trailing return is REALLY large, you'd expect a negative return for the
current year. Indeed, if the trailing return increases by, say Δx,
then we'd expect the current return to change by
Δy = -2.8 Δx.
>You'd "expect" a negative return? That's statistical mumbo jumbo. Does that really happen?
Sometimes ...
>So, do you still think it's a mathematical thing?
Yes. I can't believe this pseudo-periodicity is a consequence of market behaviour but rather
a consequence of the moving window of trailing returns. For example, if I invent monthly
returns which increase but with a random component - sort of like real, live stock market returns,
graphically speaking - then I still get a pseudo-periodicity in the correlation, between
current monthly return and the average of the previous N months.
>Invent? Did you say invent?
Yes, I "invent" stock prices (at month x) according to:
10 + 0.05{SIN(x) + ex/10}(1+0.5 RAND)
and RAND is a random number between 0 and 1.
>Mamma mia! Where did that come from?
I told you. I invented it. Anyway, it gives this:
>Hey! I think I recognize the stock! Isn't it Microsoft? Yeah, because I notice that ...
No! It's pure invention. I play with a spreadsheet where, each time I press F9 to
recalculate, I get a new pair of charts (like the above). The left chart looks much like an
typical stock ... and the right chart almost always displays this periodicity.
>And do you ever get POSITIVE correlation, for short and long term trailing averages?
Sometimes.
>Yeah, so, what now?
I've already told you. I have to think on it ...
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