Business first
Start with the decision and metric definition before choosing a tool.
Learn
Learn data by solving decisions.
Practical analytics education for people who want to understand the question, interrogate the data, use AI intelligently and communicate what the business should do next.
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FLAGSHIP COURSE
One complete path from analytical foundations to real business cases, AI-assisted workflows and interview-ready thinking.
The Practical Data Analyst · Building in public
From business question to decision.
SQL, metrics, visualization, statistics, a little Python, AI-native analytics, domain knowledge, case studies and interviews — taught as one connected workflow.
20 modules · 5 stages · portfolio capstone
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HOW IT'S DIFFERENT
The goal is not to make you faster at typing syntax. The goal is to make you better at deciding what should be analyzed and whether the answer deserves trust.
AI native
Use AI for speed, then validate the logic, data and conclusion yourself.
Free-first tools
The core path avoids requiring paid BI software so anyone can follow along.
Case driven
Learn through realistic product, marketplace, marketing, commerce and operations scenarios.