A data scientist observes a high correlation between two variables and concludes causation. What is the error?
Python interview question for Advanced practice.
Answer
Logical Error. Correlation does not imply causation.
Explanation
Correlation quantifies the strength of a linear relationship. It does not establish a cause-and-effect relationship, which requires experimental control or causal inference methods.