Full Curriculum
Master data skills, one path at a time
Three structured learning tracks take you from raw numbers to real-world dashboards, models and code. Mix and match, or follow the full sequence.
Data Analysis
Build the analytical foundation: statistics, spreadsheets, and structured thinking with real datasets.
01
Beginner
Statistics Foundations
Descriptive stats, distributions and hypothesis testing explained without the jargon.
02
Beginner
Excel & Spreadsheets for Analysis
Pivot tables, formulas and clean data habits that scale to any dataset.
03
Intermediate
Exploratory Data Analysis
Ask better questions of your data and turn patterns into clear findings.
04
Intermediate
SQL for Analysts
Query, join and aggregate real databases with confidence and speed.
05
Advanced
A/B Testing & Experimentation
Design experiments and interpret results like a product analyst.
06
Advanced
Business Analytics Capstone
Solve an end-to-end analysis case and present it to a mock stakeholder.
Programming Languages
Write real code for data work — from your first script to production-ready pipelines.
01
Beginner
Python Fundamentals
Variables, loops and functions taught through hands-on data mini-projects.
02
Intermediate
Python for Data Analysis
Pandas and NumPy for cleaning, transforming and summarizing datasets.
03
Intermediate
R for Statistical Computing
Tidy data workflows and statistical modeling using R and the tidyverse.
04
Advanced
Object-Oriented Python
Structure larger projects with classes, modules and testable code.
05
Advanced
Intro to Machine Learning
Build and evaluate your first predictive models with scikit-learn.
06
Advanced
Automating Workflows with Python
Script recurring reports and pipelines that run without you.
Tools & Visualization
Turn analysis into stories people act on, using the tools teams actually use.
01
Beginner
Data Visualization Principles
Choose the right chart and design visuals that communicate, not decorate.
02
Intermediate
Tableau Essentials
Build interactive dashboards and publish them for real stakeholders.
03
Intermediate
Power BI in Practice
Model data and design reports inside the Microsoft BI ecosystem.
04
Intermediate
Google Sheets & Data Studio
Fast, shareable reporting for lean teams and quick decisions.
05
Advanced
Git & Version Control
Track changes, collaborate on code and manage projects like a pro.
06
Advanced
Dashboard Design Capstone
Design a polished, decision-ready dashboard from a messy dataset.
Beyond the Curriculum
A certificate, and a plan for what comes next
Every path ends with a verified certificate, a portfolio-ready capstone project, and one-on-one career coaching to help you land the role you’re training for.