Undisputed history
Every KPI defined once and measured the same way everywhere.
A clear, agreed picture of past performance, so every plan starts from the same facts.
Three teams, three answers to the same question about last quarter.
Every KPI defined once and measured the same way everywhere.
Variance and anomalies surfaced before they become surprises.
The foundation every forecast and target is measured against.
Each metric named, defined, and owned, so the arguments stop.
Clean, comparable history across periods, units, and segments.
What moved, by how much, and where the outliers are.
The handful of reports and cuts that answer the recurring questions.
Agree the metrics and the questions that matter most.
Reconcile sources, fix the gaps, and build a comparable history.
Surface the trends, variances, and anomalies in that history.
Turn the useful cuts into repeatable views the business can rely on.
Reporting shows the numbers. Descriptive analytics makes sure they are defined consistently, comparable over time, and explained. It is the groundwork that makes reporting, forecasting, and everything after it trustworthy.
Enough to see a pattern, which is usually a few years for planning questions and much less for operational ones. We work with what you have and are honest about what it can and cannot support.
It almost always is. Cleaning and reconciling it is part of the work, and the result is a baseline you can keep building on.