Measurement Framework
Without standards, data turns into noise. Measurement Framework defines KPIs, taxonomies, and governance to create a single source of truth.
Objective
Integrate metrics from multiple sources, avoid overlap, and guarantee comparability across campaigns, channels, and creatives, supported by dashboards and decision-making rituals.
Challenges
Data silos, inconsistent naming, and multichannel attribution. It is necessary to design standardized UTMs, events, and a data dictionary.
Metrics
KPI tree: business → marketing → channel → creative.
Quality:
completeness,
freshness, and
consistency.
Taxonomy: UTMs, events, parameters, and campaign names.
Tools: GA4/BigQuery, Looker/Data Studio, dictionary spreadsheets, and media and social connectors.
Output
Measurement plan, data dictionary, dashboard specification, QA routine, and executive review rituals.
Practical example
Standardizing UTMs and events eliminates discrepancies between platforms, allowing a single view of ROI and channel contribution.
Closing
Measurement Framework turns scattered data into a reliable signal, accelerating decisions and cumulative learning.