Start with the decision
Work backwards from the question the business is trying to answer.
Data engineering and analytics for teams that need numbers they can trust and decisions they can trace.
Dashboards are rarely the real problem. The harder questions are where the data came from, what changed it, whether it reconciles and who owns the definition when two reports disagree.
Select each step to see how we would move the work forward without turning it into a larger programme than necessary.
Work backwards from the question the business is trying to answer.
Make lineage and transformations visible enough to investigate disagreement.
Validate data before it becomes a dashboard problem.
Give critical measures a named business and technical owner.
We keep deliverables tied to decisions, delivery and ownership. The exact format changes with the workstream; these are the outputs we would expect to leave behind.
Bring us in when reports disagree, teams cannot trace a metric to source or analytics delivery is slowed by repeated data-quality work.
The current problem, the outcome you need and what cannot be disrupted are enough to start.