Service template

Make the numbers comparable

The illustrative subscription app has separate advertising exports, attribution installs and subscription transactions. Its marketing report currently shows only mobile spend.

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Business result

A reconciled mobile dataset with each purchase counted once, unknown attribution visible and existing web totals unchanged.

Next step
Build or update a report
Working output
Project brief
Unit of analysis
Date × campaign × install cohort
Decision owner
Marketing Analytics Lead

Reporting workflow

  • Proposed reporting change: Add installs, trials, purchases and net revenue to the report after reconciling source totals.
  • Specify who uses the report and which action each view supports.
  • Agree metric definitions and row-level units before assembling the dataset.
  • Reconcile a reference slice, then check filters and drill-downs.

Acceptance checks

  • Totals reconcile at the same cutoff within an agreed tolerance.
  • Differences and unmatched records remain visible by source and segment.

Deliverables

  • A dataset and report with reconciliation checks
  • Agreed scope, source requirements, responsibilities and acceptance checks.
  • A working brief for a readiness and delivery conversation, not a completed investigation.