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Revenue forecast & run-rate projections #472

Description

@therealjhay

ProblemThe dashboard shows historical volume but no forward-looking estimate; merchants cannot project runway or fees.

Solution

  • Add a forecast card on the merchant dashboard using linear regression over the last 90d of settlement volume (client-side computation from the full series).
  • Show projected next-30d volume and estimated fees with a confidence interval marker.
  • Add a toggle to include/exclude outliers (large one-off settlements).
  • Persist the computation mode in the store.

Acceptance Criteria

  • Forecast updates as the date range changes.
  • Outlier exclusion visibly changes the projection.
  • The card explains its method and confidence bounds.
  • npm run build passes.

Note for Contributors: Write a clear PR description. Show forecast with and without outliers.

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