What is marginal VaR and how does it relate to optimal portfolio construction?
FRM Part II mentions marginal VaR as a tool for portfolio optimization. I understand component and incremental VaR, but marginal VaR seems more abstract. How is it calculated and why does it matter?
Marginal VaR (MVaR) is the rate of change of portfolio VaR with respect to a small change in a position's weight. It's the derivative (in the calculus sense) of portfolio VaR with respect to position size.
Formula:
MVaRᵢ = ∂(Portfolio VaR) / ∂(wᵢ)
For a parametric VaR under normality:
MVaRᵢ = z_α × (Cov(Rᵢ, Rp) / σp)
Or equivalently:
MVaRᵢ = βᵢ × VaR_p / Portfolio Value
Relationship to Component VaR:
CVaRᵢ = wᵢ × MVaRᵢ × Portfolio Value
Marginal VaR is per-unit risk; component VaR is the total contribution.
Why marginal VaR matters for optimization:
At the optimal portfolio (minimum VaR for a given return), the ratio of expected excess return to marginal VaR should be equal across all positions:
E(Rᵢ) - Rf / MVaRᵢ = constant for all i
This is the equal marginal risk-return condition — the analog of the tangency portfolio in mean-variance optimization.
Intuition: If one position offers higher return per unit of marginal risk than another, you should increase that position and decrease the other until the ratios equalize.
Example:
| Position | E(Excess Return) | MVaR | Return/MVaR Ratio |
|---|---|---|---|
| US Equities | 5.0% | 1.8% | 2.78 |
| EM Bonds | 3.5% | 1.6% | 2.19 |
| Gold | 1.5% | 0.8% | 1.88 |
| Hedge Funds | 4.0% | 1.3% | 3.08 |
Analysis: Hedge Funds have the highest ratio (3.08) — they offer the best return per unit of marginal risk. Gold has the lowest (1.88). To optimize, increase hedge fund allocation and decrease gold until ratios converge.
Practical applications:
- Risk budgeting: Allocate risk efficiently by equalizing return-to-MVaR ratios
- Rebalancing signals: If ratios diverge significantly, rebalancing is warranted
- Marginal contribution analysis: Understand which positions are most/least risk-efficient
Common confusion: Marginal vs. Incremental:
| Marginal VaR | Incremental VaR | |
|---|---|---|
| Concept | Per-unit change (derivative) | Total change from adding/removing |
| Size | Small / infinitesimal change | Entire position |
| Calculation | Analytical formula | Full recalculation |
| Linearity | Assumes linear relationship | Captures non-linear effects |
| Use | Portfolio optimization | Trade decisions |
Exam tip: FRM Part II tests the optimization condition (equal return-to-MVaR ratios), the relationship between MVaR and CVaR, and when to use MVaR vs. IVaR.
Practice VaR decomposition on AcadiFi's FRM materials.
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