- Estimated completion is around 4–6 weeks at a part-time pace.
- Weekly effort of 3–5 hours is sufficient for lectures and hands-on exercises.
- Consistent practice in writing queries and integrating Python reinforces understanding.
- Revisiting exercises or exploring additional datasets may require extra time.
- Regular engagement ensures learners develop both conceptual knowledge and practical skills.
