Quant Memo
Core

Risk Horizon and Holding Period

Why a risk measure like value-at-risk must be quoted against a specific time horizon, and how scaling a short-horizon estimate to a longer one can quietly understate real risk.

A risk number is meaningless without a time horizon attached to it: "1-day 95% VaR of $2 million" and "10-day 95% VaR of $2 million" describe very different risk profiles, even though the dollar figure is identical. The holding period is how long you assume a position stays on before it could be liquidated or re-hedged, and the risk horizon is the length of time the risk measure is meant to cover — for a regulatory capital calculation they're usually made to match, but a desk's actual holding period and the horizon its risk system reports can easily diverge.

The common shortcut for stretching a short-horizon estimate to a longer one is the square-root-of-time rule: multiply a 1-day risk figure by 10\sqrt{10} to approximate a 10-day figure, which is exact only if returns are independent and identically distributed with constant volatility. Real markets violate both assumptions — volatility clusters, and a position can't always be liquidated smoothly over 10 days without moving the market — so the rule tends to understate the true multi-day risk, especially for illiquid positions where the assumed holding period doesn't match how quickly you could actually exit.

A 1-day VaR of $1 million scaled naively by 103.16\sqrt{10} \approx 3.16 gives a 10-day estimate near $3.16 million; if the position is actually illiquid enough to need 20 days to unwind without excess market impact, the true 20-day risk is materially understated by using the wrong horizon.

A risk measure is only meaningful alongside its horizon, and the square-root-of-time shortcut for rescaling it relies on constant volatility and independent returns — assumptions that break down exactly for the illiquid, volatility-clustering positions where getting the horizon right matters most.

Related concepts

Further reading

  • Jorion, Value at Risk, ch. 5
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