04 / 07
Back Office Report
Compiles a week of operational data into one fixed structure, so consecutive reports can be read side by side.
- TYPE
- Reporting
- USE
- Weekly operational reporting
- ROLE
- Design and build
- STATUS
- In use, ongoing
- BUILT WITH
- Python
- CAPABILITIES
- Reporting, Data processing

BEFORE
Each week's report assembled from whatever was to hand, in a new layout.
AFTER
One fixed structure, so two weeks can be compared without re-reading both.
01 / INPUTA week of operational data
02 / PROCESSAssemble to a fixed shape
03 / DECISIONThe layout is settled, not re-chosen
04 / OUTPUTReports that read side by side
Standardized
Format
Automated
Assembly
Weekly
Cadence
The problem
Back-office reporting had no fixed shape. Each report was assembled from whatever was to hand, in whatever layout made sense that week, which meant two reports from two weeks couldn’t be read side by side. Comparison (the entire reason you write a weekly report) required re-reading both from scratch.
What I built
A reporting tool that compiles operational data into one fixed structure. Same sections, same order, same units, every week.
The boring consistency is the feature. A reader who has seen last week’s report already knows where to look in this one, so the report gets scanned in a minute instead of studied for ten, and reports that take ten minutes to study are reports that stop getting read.
How it works
Data is pulled from the operational sources, validated, grouped into the fixed section layout, and written out as a clean shareable document.
Technical approach
Validation is the part worth naming: a missing section fails loudly rather than silently rendering as a blank. A report with a quietly empty section is more dangerous than a report that failed to build, because the empty section reads as a zero. Failing the run puts the problem in front of someone while it is still a data problem, rather than after it has become a decision made on a number that was never there.
The layout is settled in code rather than chosen each week, which is what makes week-over-week drift visible: the only thing that changes between two reports is the data.
Current state
In use on a weekly cadence. Reporting became a standing output rather than a weekly project.