Role path
Data Analyst
Answer business questions with spreadsheets, SQL, statistics and dashboards people trust.
5 tools8 courses4 lines48 lessons open4 career stages29 h in total
Tools this role uses
The labs and templates for real work that the data analyst route opens. Use them on the job today; the courses below teach why they work.
Fresher
Station 1Data Analysis with Excel, Python & AIGo from a vague question to a clear answer: clean and pivot data in a spreadsheet, repeat the analysis in Python with pandas, check an AI assistant's work and write a one-page answer people act on.Change to the System Design line
Station 2SQL & Data ModelingDesign PostgreSQL tables that keep every fact in one place, write the SQL behind real reports, make queries fast with the right indexes, and keep data correct under concurrent writes and live schema changes.Junior
Change to the Data line
Station 3Statistics for Data WorkThe statistics analysts and data scientists use every week: honest summaries, confidence intervals, hypothesis tests, A/B tests, regression and the traps that fool smart people.- Station 4Dashboards and Business IntelligenceModel data for reporting, define metrics once, design dashboards around decisions and keep them fresh, tested and trusted.
Mid-level
Change to the Product Management line
Station 5Metrics & Product AnalyticsPick the numbers that matter, read funnels and cohorts, trust your data, run experiments and pilots, and turn a metric drop into a decision.Change to the Business & Finance line
Station 6Finance for Tech TeamsRead the numbers behind technology: P&L, unit economics, budgets, cloud costs, business cases and vendor deals.Senior
Change to the Data line
Station 7Data Science and Machine LearningFrame business problems as models, build them with Python and scikit-learn, and prove they beat a simple rule.Change to the Product Management line
Station 8Communication & LeadershipWrite memos that get a decision in one meeting, present answer-first to a managing director, lead people who don't report to you, prepare for PM interviews and grow as a PM or product leader.