Core
Python for Data Analysis
Practical, project-based learning designed around real skills and outcomes.
â« 9 modules†15 chaptersâ¶ 38 lessonsâ Beginner â Intermediate

Includedâ Project-based learningâ Module quizzesâ Graded capstoneâ Certificateâ Mobile, tablet & desktop
What you will learn
â A structured beginner-to-advanced workflowâ Hands-on practice and projectsâ Professional delivery and quality controlâ A portfolio/outcome-ready capstone
Course curriculum
Module â Chapter â Lesson, designed to remain usable on small screens.
Module 1: Data FoundationsïŒ
Chapter 1 â Data Foundations: Workflow
- â¶Data Foundations â concepts and real-world useLesson 1
- â¶Hands-on: Data Foundations step by stepLesson 2
- â¶Practice task: apply Data Foundations to Python for Data AnalysisLesson 3
Chapter 2 â Data Foundations: Practice
- â¶Data Foundations â concepts and real-world useLesson 1
- â¶Hands-on: Data Foundations step by stepLesson 2
đ§© Module quiz + practice task
Module 2: Data CleaningïŒ
Chapter 1 â Data Cleaning: Practice
- â¶Data Cleaning â concepts and real-world useLesson 1
- â¶Hands-on: Data Cleaning step by stepLesson 2
Chapter 2 â Data Cleaning: Optimization
- â¶Data Cleaning â concepts and real-world useLesson 1
- â¶Hands-on: Data Cleaning step by stepLesson 2
- â¶Practice task: apply Data Cleaning to Python for Data AnalysisLesson 3
đ§© Module quiz + practice task
Module 3: Core Formulas / QueriesïŒ
Chapter 1 â Core Formulas / Queries: Optimization
- â¶Core Formulas / Queries â concepts and real-world useLesson 1
- â¶Hands-on: Core Formulas / Queries step by stepLesson 2
- â¶Practice task: apply Core Formulas / Queries to Python for Data AnalysisLesson 3
đ§© Module quiz + practice task
Module 4: Data TransformationïŒ
Chapter 1 â Data Transformation: Foundation
- â¶Data Transformation â concepts and real-world useLesson 1
- â¶Hands-on: Data Transformation step by stepLesson 2
Chapter 2 â Data Transformation: Workflow
- â¶Data Transformation â concepts and real-world useLesson 1
- â¶Hands-on: Data Transformation step by stepLesson 2
- â¶Practice task: apply Data Transformation to Python for Data AnalysisLesson 3
đ§© Module quiz + practice task
Module 5: Analysis WorkflowïŒ
Chapter 1 â Analysis Workflow: Workflow
- â¶Analysis Workflow â concepts and real-world useLesson 1
- â¶Hands-on: Analysis Workflow step by stepLesson 2
- â¶Practice task: apply Analysis Workflow to Python for Data AnalysisLesson 3
Chapter 2 â Analysis Workflow: Practice
- â¶Analysis Workflow â concepts and real-world useLesson 1
- â¶Hands-on: Analysis Workflow step by stepLesson 2
đ§© Module quiz + practice task
Module 6: VisualizationïŒ
Chapter 1 â Visualization: Practice
- â¶Visualization â concepts and real-world useLesson 1
- â¶Hands-on: Visualization step by stepLesson 2
đ§© Module quiz + practice task
Module 7: DashboardsïŒ
Chapter 1 â Dashboards: Optimization
- â¶Dashboards â concepts and real-world useLesson 1
- â¶Hands-on: Dashboards step by stepLesson 2
- â¶Practice task: apply Dashboards to Python for Data AnalysisLesson 3
Chapter 2 â Dashboards: Foundation
- â¶Dashboards â concepts and real-world useLesson 1
- â¶Hands-on: Dashboards step by stepLesson 2
đ§© Module quiz + practice task
Module 8: Business KPIsïŒ
Chapter 1 â Business KPIs: Foundation
- â¶Business KPIs â concepts and real-world useLesson 1
- â¶Hands-on: Business KPIs step by stepLesson 2
Chapter 2 â Business KPIs: Workflow
- â¶Business KPIs â concepts and real-world useLesson 1
- â¶Hands-on: Business KPIs step by stepLesson 2
- â¶Practice task: apply Business KPIs to Python for Data AnalysisLesson 3
đ§© Module quiz + practice task
Module 9: Portfolio CapstoneïŒ
Chapter 1 â Portfolio Capstone: Workflow
- â¶Portfolio Capstone â concepts and real-world useLesson 1
- â¶Hands-on: Portfolio Capstone step by stepLesson 2
- â¶Practice task: apply Portfolio Capstone to Python for Data AnalysisLesson 3
đ§© Module quiz + practice task