Overview

This path is built for teams that need stronger analytical foundations around business reporting, data preparation, and decision support. It is especially useful where reporting exists, but the underlying data model, SQL practices, or dashboard logic need to mature.

Main themes

  • SQL fundamentals and advanced querying
  • Data preparation and ETL thinking
  • Dimensional thinking and analytical data modeling
  • Dashboard design for decision-making, not decoration
  • KPI definitions, consistency, and reporting governance

Typical modules

  • Introductory and advanced SQL
  • Reporting pipelines and dataset design
  • BI workflows across spreadsheets, databases, and visualization tools
  • Data quality checks for operational reporting
  • Metrics design for commercial and product contexts

Suitable audiences

  • Analysts moving from ad hoc reporting to structured BI work
  • Marketing, finance, or operations teams with growing reporting needs
  • Companies formalising internal analytics capability

Delivery formats

This topic works well as a practical workshop, team upskilling programme, or internal academy built around real datasets and reporting questions.