I started in architecture, the buildings kind, and moved to data because the questions were better. Seven years later I design and lead Vodafone's consumption anomaly detection and savings verification platform across 10 European markets.
My bar is simple: a number is only worth publishing if you can defend how it was made. That means calibrated statistics, quality gates that block bad releases, and lineage from every KPI back to its raw source rows.