A delivered dashboard is not a solved problem — it is the first day of a product's life. The most valuable analysts run analytics as a living system, not a file they send.
Writing
Practical notes about BI analytics, data systems, AI tools, career growth, and building products in public.
AI is excellent at tasks and unreliable at systems. The durable advantage is not writing one query faster — it is building and operating the systems and judgment that make data trustworthy.
Between raw tables and a dashboard sits a layer no one sees — where “revenue” and “active customer” are actually defined. It is invisible when it works and catastrophic when it doesn't. Most BI failures live here.
Slow reporting is rarely a tooling problem. It is the manual collection, reconciliation, and rework around the tool. Here is a repeatable method to compress the time from question to trusted report.
A dashboard is delivered the moment it renders. Its value, though, only appears later — when someone makes a faster, more confident decision. Here is a model for designing and measuring that distance.
Posts
The full text of my LinkedIn posts, collected here — notes on BI, analytics, AI, and building a data career.