Lesson 3: Methods for Collecting Data and Ensuring Data Quality

Lesson 4: Techniques for Cleaning and Organizing Data

Test 2: Data Collection and Cleaning

Lesson 5: Overview of Data Visualization Techniques

Lesson 6: Creating Basic Charts and Graphs to Analyze Data

Project activity 1: Exploring Data through Visualizations

Lesson 7: Key Statistical Concepts Used in Data Analytics

Lesson 8: Understanding Measures of Central Tendency and Variability

Test 3: Introduction to Statistics for Data Analytics

Lesson 9: Utilizing Excel for Data Analysis and Visualization

Lesson 10: Calculations and Charts in Excel

Project activity 2: Excel for Data Analytics

Lesson 11: Introduction to Structured Query Language (SQL)

Lesson 12: Querying and Manipulating Data Using SQL Commands

Test 4: Data Analysis with SQL

Project activity 3: Data Analysis with SQL

Lesson 13: Exploring Popular Data Visualization Tools

Lesson 14: Creating Interactive Visualizations for Data Exploration

Project activity 4: Data Visualization Tools

Lesson 15: Basics of the Python Programming Language

Lesson 16: Performing Data Manipulation and Analysis using Python Libraries

Test 5: Introduction to Python for Data Analytics

Project activity 5: Python for Data Analytics