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Business analytics dashboard
One metric definition so the daily business review stops arguing about numbers.
Client
Background
Each business system defined metrics differently, so the same figure disagreed across reports and meetings started with a debate.
Monthly reports took the data team three days of manual assembly.
Our approach
We co-authored a metric dictionary with the client, enforcing definitions in the ETL and API layers so the front end only consumes a single source of truth.
Dashboards are role-based: executives see the overview, operators see detail, with drill-down and export.
How we delivered
Metric alignment
Confirmed 120+ metric definitions with business owners and published a dictionary.
Data pipeline
Scheduled jobs with validation and alerting on anomalies.
Dashboard build
Overview, detail and drill-down views per role.
Ongoing operations
Monthly metric iterations with stable job reliability.
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