ROADMAPS
Pick your path.
Each roadmap is a structured, curated sequence. Start with the Data Analyst roadmap or dive into a specific skill.
DA
Data Analyst Roadmap
The complete zero-to-hired path.
A structured eight-stage sequence covering every skill a modern data analyst needs, from spreadsheets to production dashboards.
Probability & StatisticsExcelSQLPython & Libraries+1
4–6 months
Open Roadmap
SR
Statistics Roadmap
Think in distributions, not spreadsheets.
The stats every analyst is expected to know.
DescriptiveProbabilityInferenceA/B Testing
5–7 weeks
Open Roadmap
ER
Excel Roadmap
Still the world's #1 analytics tool.
Formulas, Pivot Tables, Power Query, and dashboards.
FormulasPivotsPower QueryCharts
3–4 weeks
Open Roadmap
SR
SQL Roadmap
The universal language of data.
From SELECT to window functions and query optimization.
QueriesJoinsAggregationWindows+1
4–6 weeks
Open Roadmap
PF
Python for Data Analysis
Automate cleaning, analysis, and reporting.
Practical Python centered on Pandas, NumPy, and visualization.
PythonPandasNumPyMatplotlib+1
6–8 weeks
Open Roadmap
VT
Visualization Tools
Ship stakeholder-ready dashboards.
Data modeling, DAX, calculations, and storytelling with Power BI & Tableau.
ModelingDAXCalculationsDashboards+1
6–8 weeks
Open Roadmap