- Estimated completion is around 4–6 weeks at a part-time pace.
- Weekly effort of 3–5 hours is generally sufficient to follow lessons and complete exercises.
- Consistent practice in data manipulation and visualization improves retention.
- Revisiting exercises or exploring additional datasets may require extra time.
- Regular engagement ensures learners develop both conceptual understanding and practical skills.
