Entry-level toolkit covering Excel, SQL, and Data Cleaning
Strengths
Structured Data Workflow
The curriculum moves logically from foundational theory to specific tool instruction in Excel and SQL, ending with a capstone project.
Focus on Data Preparation
Includes a dedicated module for handling missing data, duplicates, and formatting inconsistencies.
Limitations
Single Project Focus
Practical application is concentrated in one final end-to-end project rather than distributed throughout the modules.
Best suited to
- Beginners seeking an introduction to data analysis
- Individuals preparing for entry-level business analyst roles
- Learners wanting a single end-to-end portfolio project
Less suited to
- Those requiring advanced SQL or complex statistical depth
- Learners looking for multiple distinct practical exercises









