Data · Beginner → Expert
📊 Data Analysis and Business Intelligence
Develop data skills from cleaning and SQL through spreadsheets, Python analysis, visualization, statistics, dashboards, and decision-ready reporting.
Course roadmap
Pass each module exam to unlock the next module.
Module 1 · Beginner
Data Literacy, Questions and Metrics
Locked
Module 2 · Beginner
Data Cleaning and Quality
Locked
Module 3 · Beginner
Spreadsheet Analysis and Modeling
Locked
Module 4 · Intermediate
SQL for Analysis
Locked
Module 5 · Intermediate
Python and Pandas Fundamentals
Locked
Module 6 · Intermediate
Exploratory Data Analysis
Locked
Module 7 · Advanced
Descriptive Statistics and Distributions
Locked
Module 8 · Advanced
Data Visualization Principles
Locked
Module 9 · Advanced
Dashboards and KPI Design
Locked
Module 10 · Expert
Experiment and Cohort Analysis Basics
Locked
Module 11 · Expert
Communicating Findings and Uncertainty
Locked
Module 12 · Expert
Expert Capstone: Decision-Ready Analysis
Locked
Certification gate
Final course exam
Pass mark: 80%. Time limit: 360 minutes. All module exams must be passed first.
Locked until modules are passed