- Estimated completion is around 2–4 weeks at a part-time pace.
- Weekly effort of 2–4 hours is generally sufficient for lectures and exercises.
- Regular practice in analyzing datasets reinforces learning.
- Revisiting exercises or exploring additional data may require extra time.
- Consistent engagement ensures learners develop both conceptual and practical marketing analytics skills.
