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Learning path Gold Professional operator

Aggregate risk

Portfolio risk measured over a common scope, horizon and metric, accounting for weights, dependencies, nonlinearities and concentrations.

Who this is for — Anyone moving from single-position controls to the right portfolio question: what risk does the whole portfolio produce, under which assumptions, and with which contributions?

Aggregate risk is a risk measure calculated over a common scope: included positions, strategies, accounts or entities; valuation time; currency; horizon; scenarios; and method. It is not a universal number, and values with different units or definitions cannot be added into one.

Portfolio value changes are additive:

ΔVₚ = ∑ᵢ ΔVᵢ

It does not follow that the volatilities, VaR, Expected Shortfall, drawdowns or margin of individual components can be added in the same way. Each metric has its own aggregation rule and depends on relationships among positions.

Portfolio risk comes from exposures and dependencies Addition, offsetting and diversification change with metric, model and scenario Portfolio risk comes from exposures and dependencies Addition, offsetting and diversification change with metric, model and scenario POSITIONS DEPENDENCIES AGGREGATE VIEWS Position A weight · notional · factors Position B currency · payoff · liquidity Position C leverage · counterparty · horizon 1.00ρABρACρAB1.00ρBCρACρBC1.00 Correlation measures a linear relation in asample; it is not causation and does not byitself describe tails. Gross / net Accounting offsets do not removeevery form of risk. Contributions Which positions and factors drivethe chosen measure? Stress What if dependencies, volatilityand liquidity change? Cyclepedia · source-checked visual explainer
The total becomes meaningful only after scope, units, dependencies and metric are stated.

The linear volatility case

For linear returns, coherent weights and an estimated covariance matrix, the portfolio identity is:

σₚ² = wᵀ × Σ × w = ∑ᵢ∑ⱼ (wᵢ × wⱼ × σᵢ × σⱼ × ρᵢⱼ)

The formula shows why weights, volatilities and covariances matter together. It is not a universal formula for every risk: options and other nonlinear payoffs may require full revaluation or sensitivities, while liquidity, funding, operations and counterparty risk require additional measures and scenarios.

When the chosen measure is homogeneous of degree one, as volatility is in the linear formulation, component i's Euler contribution can be written as:

RCᵢ = wᵢ × (Σw)ᵢ / σₚ; ∑ᵢ RCᵢ = σₚ

Contribution therefore depends on both standalone risk and covariance with the rest of the portfolio. A risk budget is an allocation target; it is not an observed risk measure and should not be confused with invested capital or gross exposure.


Aggregate without changing units

Object Coherent aggregation What not to do
P&L / value same currency and valuation time add unconverted amounts
Exposure same convention: market value, notional or sensitivity call every total “risk”
Volatility weights and covariance on aligned data add individual volatilities
VaR / ES same horizon, level, dataset and method; joint model add desks with incompatible assumptions
Scenario / stress one coherent shock revalued across all positions mix scenarios or dates
Drawdown the actually aggregated portfolio series add historical maximum drawdowns

Gross exposure and net exposure diagnose scale and direction; they are not automatic substitutes for a loss measure. Arithmetic offsetting also does not remove basis, convexity, liquidity or counterparty risk.


Operational control

  1. Fix the entity, portfolio, currency, date and horizon.
  2. Reconcile positions, prices, collateral and factor mappings.
  3. Calculate each metric with a stated methodology and time-aligned data.
  4. Decompose contributions and concentrations instead of stopping at the total.
  5. Add severe scenarios, liquidity and unmodelled vulnerabilities to distribution-based measures.
  6. Set escalation and actions for the mandate; there is no threshold that fits every portfolio.

Common mistake — Displaying VaR, gross exposure, drawdown and a risk budget as four versions of the same number. They are different objects and must retain their definition, unit and horizon.


Sources