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Loss given default: understanding conditional severity

Loss given default is the fraction of exposure lost if default happens. Its conditioning on default is what distinguishes it from expected loss across all outcomes.

Convert severity to an amount

For exposure of 100,000 and LGD of 45%, the default-event loss is 45,000. Multiplying LGD by exposure gives a conditional amount, not a probability-weighted expected amount. Default probability must be included for the latter in the simple two-outcome model.

Use recovery consistently

If recovery and loss are measured against the same exposure amount and at the same valuation date, a 55% recovery corresponds to 45% loss. Timing, collection costs and the exposure definition can complicate that relationship in a more detailed model. State the simplified assumptions before using one minus recovery.

Under a matching simple recovery convention
Recovery fractionLGD
0%100%
55%45%
100%0%

Avoid confusing two percentages

A 2% PD and a 45% LGD are not competing estimates of the same quantity. One measures likelihood; the other measures conditional severity. Their product is 0.9%, the expected-loss fraction in the example with zero non-default loss.

Further references