What you'll walk away with
Six outcomes this course is actually built around — not a syllabus dump.
SQL fluency
Write joins, window functions and CTEs without looking them up.
Metrics design
Define metrics that actually reflect what the business cares about.
Dashboards that get used
Build dashboards stakeholders check without being told to.
Root-cause analysis
Go from 'the number moved' to 'here's why' in a structured way.
Communicating insights
Present findings so decisions actually get made.
Ship a capstone
A dashboard and analysis for a real business scenario.
Your learning path
Five stages, one flowing track — click a stage in the curriculum below and watch it light up here.
Curriculum
5 modules. Click any module to expand it — and to highlight its stage on the roadmap above.
- Joins, aggregations and window functions
- Writing readable CTEs for complex queries
- Query performance basics
- Lab: answer 10 business questions in SQL
- Choosing metrics that reflect real outcomes
- Avoiding vanity metrics and Goodhart's law traps
- Building a metrics dictionary
- Lab: define a KPI framework for a product
- Dashboard design principles for busy stakeholders
- Building interactive dashboards in BI tools
- Setting up alerts for metric anomalies
- Lab: build a stakeholder-ready dashboard
- Structured frameworks for diagnosing metric changes
- Segmenting data to isolate causes
- Lab: diagnose a simulated metric drop
- Communicating insights to non-technical stakeholders
- Structuring a findings presentation
- Capstone: full analysis + dashboard for a business case
Weekly schedule
Live sessions run evenings IST. Filter by day, or just watch — today's slot highlights itself.
Your instructor
Priya Sundaram
Analytics Lead, e-commerce & SaaSPriya has led analytics functions at two D2C companies and specializes in making dashboards people actually trust.