Integrated Risk — Combined Parametric & Expected Value
A beginner's guide to combining parametric and expected-value methods — using parametric models for the project's systemic risk and expected value for its specific risks, then merging them without double-counting. Built on AACE International RP 113R-20.
What combined parametric + EV is
This is the first of the module's "method-combining" lessons, and it rests on a key distinction you've met in pieces: project risk comes in two flavours. Systemic risk is the broad uncertainty from how mature, complex, and well-defined the project is — best predicted parametrically from history. Project-specific risk comprises the discrete events on your register — best handled by expected value. Combining them gives a fuller picture than either alone.
Systemic vs project-specific risk
- SYSTEMIC → PARAMETRIC — Broad uncertainty from the project's nature: Immature scope definition; Complexity and novel technology; General estimating inaccuracy; The "unknown unknowns"
- SPECIFIC → EXPECTED VALUE — Discrete, identified events on the register: A particular permit may be delayed; A key supplier may fail; A specific design may need rework; The "known unknowns"
Avoiding double-counting
Combining two methods raises one serious hazard: if a risk is captured by both the parametric model and the expected-value register, its contingency gets counted twice — inflating the total. This is the central technical challenge RP 113R-20 addresses.
Done right, the two methods partition the risk cleanly: parametric handles the systemic average, expected value adds only the project's distinctive risks on top. The total is complete without overlap — neither understated (a gap) nor inflated (a double-count).
Combining methods well
Classify your risks: systemic ones go to the parametric model, specific ones to the expected-value register. Crucially, document what the parametric model already includes, and put only genuinely additional, project-specific risks on the register. Sum the two for a complete contingency, and apply the same logic to schedule risk for the integrated time reserve. Reconcile the result against a single-method estimate as a sanity check.
Nine things to remember
- 113R-20 combines parametric and expected-value methods.
- Project risk splits into systemic and project-specific.
- Parametric handles systemic risk — the unknown unknowns.
- Expected value handles specific risk — the known unknowns.
- Each method covers the other's blind spot.
- Double-counting is the central hazard when combining methods.
- Add only risks beyond what the parametric model already covers.
- Done right, the methods partition risk cleanly — complete, no overlap.
- The systemic-vs-specific split organizes all integrated methods.
Glossary
- Double-counting
- A risk captured by both methods at once.
- Known unknowns
- Foreseeable, listable risks.
- Parametric model
- History-based systemic-risk estimate.
- Partition
- Dividing risk so each is counted once.
- Project-specific risk
- Discrete identified events on the register.
- Reconciliation
- Cross-checking the combined total.
- Systemic risk
- Broad uncertainty from the project's nature.
- Unknown unknowns
- Risk only visible in aggregate.