Risk Metrics · 5 min read

CVaR vs VaR: Why Tail Risk Is the Number That Bites

VaR tells you the threshold of a bad day; CVaR tells you how ugly it gets once you cross it. Understanding the tail is what separates a survivable drawdown from a portfolio-ending one.

Value at Risk tells you where the bad days begin. Conditional Value at Risk — CVaR, also called Expected Shortfall — tells you how bad they get once you are there. It is the average loss across the worst outcomes beyond the VaR threshold.

If your one-day 95% VaR is $4,200, CVaR answers the follow-up question: "in the worst 5% of days, what is the average loss?" The answer is always at least as large as VaR, and usually larger.

Why the tail is the number that bites

Investors rarely get hurt by the loss they expected. They get hurt by the loss past the edge — the 2008s, the COVID crashes, the single-stock blowups. VaR draws the line; CVaR measures the territory on the far side of it.

Consider two portfolios with the same 95% VaR of $4,200. Portfolio A loses an average of $4,800 in its worst 5% of days. Portfolio B loses an average of $11,000. Identical VaR, radically different survival odds. CVaR is what separates them.

Why regulators and risk teams prefer CVaR

CVaR has two mathematical advantages. It is coherent — it never punishes diversification by reporting more combined risk than the sum of the parts — and it is sub-additive, so combining positions cannot make the measured tail risk perversely larger. VaR fails both properties in some cases, which is why modern risk frameworks (including Basel) have shifted toward Expected Shortfall.

How to use it as an investor

Key takeaways

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