Explain the difference between correlation and causation. How can you establish causation in data science, and what are the limitations?

Sample answer preview

Correlation and causation are often confused, but they represent fundamentally different relationships. Understanding this distinction is essential for data scientists to avoid drawing incorrect conclusions from data.