Correlation versus causation: Suppose that you see a data set that shows a positive linear relationship between students’ GPAs and their SAT scores. Can you conclude that earning a higher GPA leads to a higher SAT score? Absolutely not. You can only conclude a positive correlation between GPA and SAT score. It could be the case that another variable like IQ determines both GPA and SAT score.