MCP tool

Explain Varianceexplain_variance

Explain why a metric (budget, pipeline, attendance, ROI) differed from expectation. Returns named causes from the provenance trail with magnitude and direction.

Answer

When to use Explain Variance

Use when a specific event metric changed or missed expectation and governed causes are needed.

Governed tool contract

Job
Justify spend
Output type
Heuristic
Write contract
Read-only; no approval or commit action
Governance
Policy-backed (Attribution, Capacity) with confidence and provenance
Scope
Chapter Isolated
Role
Member

Inputs

NameTypeRequiredAccepted values / notes
eventIdStringYesCatalog-defined value
metricStringYesbudget · pipeline · attendance · roi
verbosityStringNosummary · standard · detailed

Question patterns

“Why did this event miss budget?”
“What caused the ROI variance?”

Do not

Do not treat scenario, planned, committed, and actual values as interchangeable or bypass governed provenance.

Glossary terms

  • variance
  • provenance

Related capabilities

Machine references

Compare this human reference with the generated public catalog and the live, authenticated capability contract.

Back to the complete MCP catalog