Metric mapping
Standardise source metrics
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Ongoing
Reporting Automation
A reporting workflow that turns recurring analytics data into structured tables, comparisons and presentation-ready outputs.
PythonSheetsPresentation
Why I built it
Recurring reports repeat the same data preparation, MoM/YoY calculations, formatting and slide updates.
Key features
Period comparison
MoM, YoY and YTD
Channel breakdown
Consistent grouping
Presentation output
Format report-ready figures
Export
Reusable spreadsheet outputs
Automation
Reduce manual repetition
Workflow
01Collect
02Transform
03Compare
04Export
Showcase
01Automated reporting flow
RawModelReportPresentation
02Efficiency
-45%Manual steps
1Reporting model
3Output formats
What I learned
Building the tool clarified which parts of the workflow deserve structure and which should remain flexible.
Next iteration
Improve architecture, validation and production-readiness.
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