← Correlation and diversification

Lesson 18 of 25 · 8 min

Why the benefit is smallest exactly when it is needed most

An advance rate prices an ordinary day's diversification, and $402,246 of one line's collateral rested on diversification absent at the call.

Everything to this point has been about measurement. This lesson spends it. An advance-rate schedule is set once and applied every day, which means it prices the diversification a portfolio has on an ordinary day — and the diversification that decides an outcome is the amount present on the day of a call.

Take a pledged pool of $2,865,000 across five equally weighted holdings, each with 28 percent annualised volatility. On ordinary-market estimates the average pairwise correlation is 0.34, so effective bets are 5 divided by 2.36 = 2.12 and portfolio volatility is 19.24 percent. In a drawdown the average correlation is 0.76, effective bets fall to 5 divided by 4.04 = 1.24, and portfolio volatility rises to 25.17 percent.

Suppose an illustrative schedule assigns 66 percent to a pool behaving like roughly two independent positions and 48 percent to one behaving like roughly one and a quarter. The pool earns 66 percent, because 2.12 is the figure the ordinary-market data supports. That is not an error by the lender; it is a correct reading of the available estimate.

Now run the drawdown. The pool falls 22 percent to $2,234,700. At the 66 percent the schedule assigned, lending value is $1,474,902. At the 48 percent the diversification actually present would have justified, it is $1,072,656. The gap of $402,246 is the useful figure: it is collateral value resting on a property the portfolio does not have at the moment the test is applied. Against a balance of $1,240,000, the first gives a loan-to-value of 84.07 percent and the second 115.60 percent — $234,902 of headroom on one basis and a $167,344 shortfall on the other.

An advance rate is an average over regimes applied to a single day. In ordinary months that overstates nothing worth worrying about, and on the day it is tested it overstates by the whole tail gap.

Key terms

Diversification gap
The difference between the lending value a schedule grants on ordinary-market diversification and the lending value the tail diversification would support.
Advance-rate schedule
The lender's table of what percentage of each asset's market value counts as collateral. Set in advance, revised at the lender's discretion, and applied identically in every regime.
Regime mismatch
The situation in which a collateral figure was calculated under one set of market conditions and is being relied upon under another.

Worked example

One pool, priced twice

Five equally weighted holdings, pledged pool $2,865,000, each holding at 28% volatility. Ordinary-market average correlation 0.34, drawdown 0.76. Illustrative schedule: 66% for roughly two independent positions, 48% for roughly one and a quarter.

Ordinary-day effective bets and volatility
2.12 and 19.24%

5 / (1 + 4 x 0.34).

Drawdown effective bets and volatility
1.24 and 25.17%

5 / (1 + 4 x 0.76).

Pool after a 22% decline
$2,234,700

$2,865,000 x 0.78.

Lending value at the assigned 66%
$1,474,902
Lending value at the 48% the tail figure earns
$1,072,656
Gap, and the effect on a $1,240,000 balance
$402,246

LTV 84.07% against 115.60%; $234,902 of headroom against a $167,344 shortfall.

The two lending values differ by $402,246 on an identical portfolio at an identical price. The whole difference is which regime's diversification the advance rate was priced on.

Check yourself

A pledged pool of $1,960,000 carries a 63% advance rate priced on ordinary-market diversification. The pool falls 20%, and in that window the diversification present would have supported only 44%. With a $760,000 balance, what are the two loan-to-values?

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Educational only. Nothing in this lesson is investment, legal or tax advice, or a recommendation to enter into any transaction. Figures are illustrative and computed from the inputs stated in the lesson.

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