| Your B.Ed Knowledge | Analytics Advantage |
| Educational psychology | Helps interpret learner behaviour |
| Assessment methods | Helps analyse performance data |
| Lesson planning | Helps evaluate learning effectiveness |
| Classroom experience | Adds real-world educational context |
| Student engagement | Helps understand participation patterns |
| Learning outcomes | Helps connect data with academic results |
| Tool | Beginner Use |
| Excel | Data cleaning and basic analysis |
| SQL | Database querying |
| Power BI | Interactive dashboards |
| Tableau | Data visualisation |
| Python | Advanced data analysis |
| LMS platforms | Learning activity analysis |
| Months | Main Focus | Expected Outcome |
| 1 | Excel + statistics | Understand and clean data |
| 2 | SQL basics | Query datasets |
| 3 | Power BI | Build dashboards |
| 4 | LMS analytics | Understand learner metrics |
| 5 | Portfolio projects | Create education-focused projects |
| 6 | Resume + applications | Target relevant roles |