- Estimated completion is around 3–5 weeks at a part-time pace.
- Weekly commitment of 3–5 hours is sufficient to follow lessons and complete exercises.
- Regular practice in building dashboards reinforces skills.
- Revisiting assignments or experimenting with additional datasets may require extra time.
- Consistent engagement ensures learners gain practical skills in data visualization and reporting.
